{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adding Inset Maps to a Matplotlib Plot\n",
    "[Inset maps](https://en.wikipedia.org/wiki/Map_layout#Inset_map) are elements commonly added to maps to show additional detail of a smaller region, show the location of the map within a larger region, or to show another region that is discontiguous from the main portion of the map.\n",
    "\n",
    "Two options exist for easily adding these elements to the default `matplotlib` plots generated by GeoPandas' `plot()` function: either the functions included in the base `matplotlib` library, or the `matplotlib-map-utils` library (see [here](https://github.com/moss-xyz/matplotlib-map-utils)). The use of each is described below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using `matplotlib`\n",
    "Two distinct functions within `matplotlib` provide the functionality to add inset axes to already-existing axes. Confusingly, both are named `inset_axes()`, but one lives within `matplotlib`, and the other within `mpl_toolkits.axes_grid1`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using `matplotlib.axes.Axes.inset_axes()`\n",
    "\n",
    "The first option is to use the [inset_axes](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.inset_axes.html) method available in matplotlib."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "from geodatasets import get_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Creating the Parent Axis\n",
    "The \"parent axis\" is the one that will contain the inset axes (also called a \"child axis\"). This is the axis that is returned by the `plot()` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'matplotlib.axes._axes.Axes'>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nybb = gpd.read_file(get_path(\"nybb\"))\n",
    "nybb = nybb.to_crs(epsg=32619)  # Convert the dataset to a coordinate system which uses meters\n",
    "\n",
    "ax = nybb.plot()\n",
    "print(type(ax))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adding an Inset Axis\n",
    "The inset axis (or \"child axis\", relative to the \"parent axis\" created by `.plot()`) can be added via the `inset_axes()` method on an `axes.Axes` object.\n",
    "\n",
    "This function's first argument, `bounds`, requires a 4-tuple of integers of floats, matching `(x0, y0, width, height)`, where `(x0, y0)` is the lower-left corner of the inset axes, and `width` and `height` are the width and height of the inset axes. By default, these values should be in `ax.transAxes` scaling, i.e. ranging from zero to one, representing a fraction of the parent axis, though users may pass their own desired transformation via the `transform` argument.\n",
    "\n",
    "`inset_axes()` shares common kwargs with the regular `Axes` class along with others; see [the documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.inset_axes.html) for details.\n",
    "\n",
    "The axis returned by `inset_axes()` can then be used to plot data, as normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = nybb.plot()\n",
    "\n",
    "# Now adding an inset axis\n",
    "iax = ax.inset_axes([0.05, 0.70, 0.25, 0.25], xticks=[], yticks=[])\n",
    "# Additional data may now be plotted on this axis\n",
    "# ex. new_york_state.plot(ax=iax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using `mpl_toolkits.axes_grid1.inset_locator.inset_axes`\n",
    "\n",
    "Another option is available in the `mpl_toolkits` part of matplotlib, via the function [inset_axes](https://matplotlib.org/stable/api/_as_gen/mpl_toolkits.axes_grid1.inset_locator.inset_axes.html).\n",
    "\n",
    "This separate `inset_axes()` function provided by `matplotlib` is intended to be used in a similar way to the `inset_axes()` method of the Axes class. However, it may also (optionally) be paired with `mark_inset()` ([documentation](https://matplotlib.org/stable/api/_as_gen/mpl_toolkits.axes_grid1.inset_locator.mark_inset.html)) to connect the inset axes to the parent axes, in the case where the inset axes are showing additional detail of a small area of the parent axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.axes_grid1 import inset_locator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Creating a Parent and Inset Axis\n",
    "At a high level, creating a simple parent and inset axis occurs with more-or-less the same workflow as above.\n",
    "\n",
    "However, this `inset_axes()` function is very different from the `inset_axes()` method of the Axes class; most notably: \n",
    "\n",
    "- It is applied as a standalone function (via `mpl_toolkits.axes_grid1.inset_locator.inset_axes()`) rather than as a method of an Axes object (like `ax.inset_axes()`). As such, the parent axes must be passed as the first argument.\n",
    "\n",
    "- Instead of providing a 4-tuple of values specifying the bottom-left corner and width and height of the inset axes, it requires separate values for `width` and `height`, as well as a `loc` keyword similar to how `Legend` objects are placed. \n",
    "\n",
    "  - If integers or floats are passed to width and height, they are interpreted as *inches*. If strings are passed, they are interpreted as percentages of the parent axes, or to the bounding box specified under `bbox_to_anchor`.\n",
    "\n",
    "  - The `loc` keyword is similar to the `loc` keyword of `Legend` objects. It can be a string or an integer. See [the documentation](https://matplotlib.org/stable/api/legend_api.html#matplotlib.legend.Legend) for more details.\n",
    "\n",
    "  - Advanced positioning is also possible via `bbox_to_anchor`, and `bbox_transform`, just like `Legend`s. See [the documentation](https://matplotlib.org/stable/api/_as_gen/mpl_toolkits.axes_grid1.inset_locator.inset_axes.html) for more details.\n",
    "\n",
    "- While kwargs are accepted and passed along when creating the inset axes, they must be provided in for the form of a dictionary via the `axes_kwargs` keyword."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hTvXuX4WQq23LLjM1xg9Ton3xxQV7MkcaDz4X/5gTAz6XgYFlceu0SKy7ZypqZWq8vNVyoASArdl1ePLHbPyRU9frtTMq2lBYb/vw+HBFwZIQ4jRZVe347lil1ccLeRzMGR2AN68bh2e35KLUwlaTkUSlNaCwoQP/XjoGnkIepCI+RHwu/rstH2pdz0DJ4zCYHuuHMaFSSIRcPLt0TK/X9vbgYWt2LfSGkdtz746GYQkhTtGpNWDFj6csrtTsjUZvxGvXjEOrUotfs2od1zg3sv9ME0Q8Djb+YzoYhsHh4mb8kVPf47hIPzG+unsK4gI9wbIsMqvaMSnSt9frxgd54YklPYdoRyrqWRJCnOKTfSUobrR+IYmAy8Hr147D6To5rvrokANb5n525jdg9a4iKNQ6vLqtZxYkAHjusjGIC+zK3sMwDFIp1Z1NqGdJCBly1W0qrN1fatM5jy9JwIIxQbh09QEHtcq9vbe7CAq1Hvl18h6fk4p4uCgx0Ow9hmGsvvaBoibMjg+w6ZzhhnqWhJAhxbIsnvwxG526/jfC+4r5uHNGFOKDPHHPzGg8+3MOWpQjN62dgMuBl6j3Ps6XhywveJoR599jL6U1dAYjWJYd8YESoGBJCBli23LqcKS0xapj21Q6zB4diA33TsOzv+Ri1+lGB7fOtb18VQrW3D4ZYd6i/g/uxks0sHqfKq0BLGtbL3S4omBJCBkysk4dVv6cY/Xxo4M8MSbUC98cKcdPGdUObJnru3JCGG6eGokZcf7Y9cRFCD0bMPlcBjEBkj7P/TOnDkqN+faczMo21Ms6+zzP24MPDocCJUDBkhAyhNbsL4HChj2V982JQXmzqtck6yPJjrx6XP/JYXRo9BALeHjm0iTwuQxCvEV458YJfZ7L5TDgc83/3KdG+lrscco6dXZt93BBC3wIIUOiQa7G14fKrT4+JkCC+YlBuObjw45rlBvR6I04UdGGLSercfuMaFw5IQw6A4vRQZ59njcp0gfv35IKAa8rWBqNXdtGhDyOxZqWDAOUNysR3U9vdaShniUhxOHalFrcvyEDSq311S3euG4cnvslFzXtfQ8VjjQ5NTIAXfOIcxMCMCHCB4khltPTMQzw2rXjMMpXbEqOnlMjw4ajFahus/x9lYr4iA6Q4N2dhdh/pskxX4Qbop4lIcRhOrUGfHmoDB/tKYbKhkB54+RRaFJosTO/wYGtc0/dE+oEeXXNWwq4HAh5nB7p7QI9hUgKkUKu1uGH9CqUNSvxylVj8b+bJvZ7n63Zdfhobwk23DsNM+L87fkluCXqWRJCHGbj8Uq8taPQpkDpJeJhxZJEvLG9wIEtc18GY8/0cxwOgwg/sdl7k6N8cU1qONqUGvySWYNXt52GWme0esGORm+EwcjixxNVdmm3u6OeJSHEYYKkQpvPeWJxAvYXNaOyVdX/wSNIQrAndAYW3h49F+UcLm5GQ7fi2dNi/PDNPVMh4nftrTy3qKq85Xwu3WOlLZAIeWju0GBeYlCPa3acXT37c2YNlqQE45KxoXb9etwNBUtCiMN02FhNJDlUioVjgnHZ+5Slp7u0KF9svn9mr59XaQ1QdNsa8sGtqaZACQCpkT4AAKVGj7JmJWICJEiL8gULQNreM/iyLAu5+vyq2Od+ycWUaD/4e9r+8DNc0DAsIcRhuv/BtsbLV6Xgse+zbC7ZNdxNju494TkAzIz3R4j0fKKC93cXmf6t1RsR5CWEr5iPwgYFNPquIXEelwM+l4NIf3GP65U2K011Mu+aGY1DzywY0YESoGBJCHGgc4m7rXHj5FEobVbiREWbA1vkng4VN6OlQ9Pr58UCHh5fnGB63b08l5FlIeJzMXt0IFgW+Me6E8irlZmGWS3hcRj4SQRIjfTBM5cmDShV3nBDwZIQ4jBG1rr6WyI+B/+6KA5v/EmLeizJrZGjpKnv2p1XpYbBU8hDoJcQt0+PMr0v4nMR7uOBlDApAKCqtROXvX8QB/rYFsJhGCg1ejR3aCDkUZgAKFgSQhzomyPlVh23JDkEB4uaR3SS9P5UtPQdLIU8LqL8xXj16rGYcEH5LSMLyC/IzKM3sr0Wdo7wE+Py8WFo7dDCYEvB0WGMgiUhxCFO18mxJbPGqmNvnByB7bk9CxaTLl4iHpaOC+03cH16WxrmXVCKCwD+zK3DxxekDHz0+yz894/TvV7TR8zH7NEB4HEpTAAULAkhDvLVoTJYMwo7IcIHUg+e1ZVIRiKV1oAVP55CdZsK1W29b6mJ8BNbnF88U6/o8Z7ByKK5j57joeJmi1tKRioKloQQu2tTaq3uVS5fGI8fT4zsiiJ98RLywOUw2JFXjz0FjT0SolvjqtRwWKqyde/sGPSWo2BGnD/ONPQMsiMVBUtCiN1tz6uHztB/tzI5VIoxIVL8QFlieqXQ6HHbtCg8OD8eAV5CBHnZvoUjLtATy6ZFmr136dgQjA2TgttLtHx26RjUtHWiSdH7KtyRhJISEELsbl+hdQm4ly8ajQ/3FPfIaUrMbUqvxPF/L4Kn0PxPdoNcjeo2FcJ9xAjppyD06CDzZOsRfmJ0aPTgcBhILZTq4nM5WHPH5ME3fpigniUhxK6MRhbp5a39HhcXKEFSsBc2Hq8cgla5N5XWYHE17NHSFtz3zQlc/sFB5NfK+7zGbdOjkBh8PmBmV7dDozeCpecUq1CwJITY1ZHSFqu2gNwyNRJ/nW7ASNmZcNPkiEGdn1fTMxheNTEcmf9ZgoNPz0dCcN8JILgcBpeMDTG9PlraiszKNkiElHDAGhQsCSF2w7Is3tpRaNWx8UGeyKpqd2yDXIhEOPBZr8RgL4uFms8R8blWbfGYGuOHwG5znkUNHbQ1xEr0XSKE2M2OvAarA6C/RIjixg7HNsiFqPXWlym70KOLRiP5bAaewZgVH4DPbk8zvbY1d+9IRgt8CCF2odTo8eJveVYfb2RZ6HrJIDMc6QaxiKlBru7/ICuFeXvAXyIAh8PgqtQwu113uKNgSQixi7UHSlFvwx91ldYwqKFJd+Mj7rni1FpW7MKxWrBUiHX3ToWsU4cgr75X0JLzRs5PKiHEIYobFZB16vHJBenU+tOm0o6YYcBgqXBAyQTsad2RctwxIxoMwyAlrPf5T2IZBUtCyIDl1cpw+xfH0TqABOhavRFiwfAPltH+YtwwOQLv7LRu4ZMlVa29p7izVvdKJMR2tMCHEDIgLMvi5d/zBxQoz+H1lmttGLl1WiRW7zozqC0y+840wTjIPTaMpXx3xGoULAkhA7I1uw7HyvpPPtAbI8tCOAKGYdtUOqtS//WlrFmJPYWNdmoRGQgKloSQAeFyGIT2k2KtLwwDcEdAb6ddpev/ICt8sreEaks6EQVLQsiA+EsE6FDrB3w+y8JiJYzhhs9lIBUNfnnIiYo2fHusAvvPWJd3l9gXBUtCiM2UGj3e2XkGCs3AgyVnJERKAIdLWrAgafB1Ia+cEIZl06IwN6FncWfieBQsCSE2YVkWz/ycg+NWJEvvC5fDQG/PDYQuqrixA6mRvoO+zqRIHwBd3/8fTlSNqFSBrmBQwXLVqlVgGAaPPvpor8fs3bsXDMP0+CgoKDAd8/PPP2Py5Mnw8fGBRCLBxIkTsX79+sE0jRDiIOuPVuD3U7WDvk6n1jBiSnOptAb4DiIpAQCUt6iw9kApFryzD0/9lI3nfsmxU+uINQY8kJ6eno41a9Zg/PjxVh1fWFgIqfR8bsPAwPNDCX5+fvj3v/+NpKQkCAQCbN26FXfffTeCgoJw8cUXD7SJhBA7O1LSgpd/z7fLtfg8BppB5Et1JxkVrZgzOhC/DeIh4+vD5WavVRoDWJalLSFDZEA9y46ODixbtgxr166Fr691wwtBQUEICQkxfXC555eMz5s3D9dccw3GjBmDuLg4LF++HOPHj8fBgwcH0jxCiAN0aPR47Pss6O20IlMi4KFjEHOe7kRvZKHW2ffBoLRZiYqWwScrINYZULB88MEHcdlll2HRokVWn5OamorQ0FAsXLgQe/bs6fU4lmWxe/duFBYWYu7cub0ep9FoIJfLzT4IIY7z8Z5im3K/9idYKoKs0z7bKlwZn8tg6bhQuz1kdDdShrFdgc3DsJs2bcLJkyeRnp5u1fGhoaFYs2YN0tLSoNFosH79eixcuBB79+41C4YymQzh4eHQaDTgcrn4+OOPsXjx4l6vu2rVKrz00ku2Np8QMgAlTR34/ECZXa8ZJBXabQ+iK/v0tjRE+Inxip2Gr7s7VdWOxBAvu1+X9GRTsKyqqsLy5cuxc+dOiETWbUZOTExEYmKi6fWMGTNQVVWFt99+2yxYenl5ISsrCx0dHdi9ezcef/xxxMbGYt68eRavu3LlSjz++OOm13K5HBERg6tETgjpiWVZ/OfXXGjtXE6Lz+UMKlWevd0zKwaNCjV25NUPOuPOOTEBEswZHYjX/jg9qG02vXntz9OYGuMHX7EA3oNcQET6ZtMwbEZGBhobG5GWlgYejwcej4d9+/bh/fffB4/Hg8Fg3Zj89OnTUVRUZN4QDgfx8fGYOHEinnjiCVx//fVYtWpVr9cQCoWQSqVmH4QQ+9uZ34BDxS12vWaApxDtKtcJlACwKb0SEX5i7Hr8IjyycLRdrnn/vDgIeBxMiHBMlY92lQ4L3tmLqa/twhcHywadP5b0zqZguXDhQuTk5CArK8v0MXnyZCxbtgxZWVlmi3b6kpmZidDQ0D6PYVkWGo3GluYRQuxMbzDije0F/R9oo8QQTzQpXCtYqrQGfLK3BNd9chhXTwzDzVP6H6nyEvLgKeRhYVIQUs/ugzwn3McD100aBQAOKc916dgQCLgcGNmuuctXtubjmo8PodGO88rkPJuGYb28vDB27Fiz9yQSCfz9/U3vr1y5EjU1NVi3bh0AYPXq1YiOjkZKSgq0Wi02bNiAzZs3Y/PmzaZrrFq1CpMnT0ZcXBy0Wi3++OMPrFu3Dp988slgvz5CyCB8tr8UpU1Ku1830FOINhfrWZ7T3KHFG9sL8Pzlyfgxo7rPfKwKjR5eIh5OVcswLzEQPh587CnsSkd37aRwcM9WVXFEirpTVe14aEE83v3rDICuJA8Xjw2hRT8OYvd6lnV1daisrDS91mq1WLFiBWpqauDh4YGUlBRs27YNS5cuNR2jVCrxwAMPoLq6Gh4eHkhKSsKGDRtw00032bt5hBArFTcq8N6uov4PHIDqtk5E+okdcm172JnfgA9umYTrJ43C9yeq+jxWodZDAT1+yqjGkxcnorJVhYoWFW7rVj9yR16D1fcWcDmICZBgVnwAogPE8BTykF0tw868etTKzvcaa2VqJAR7Ys7oABwsbsbjixPwwLx4279YYhWGZdlhMcgtl8vh7e0NmUxm0/zlQM8jjkH/H67BYGRx3SeHHZZSjWGAvx67CP/bdQbbsuscco/B+uLOyZgW64+Mijbk18pxorwVh0ta0KkzgMdhLG4F+XjZJFS0qOAr5uPmqZGm9xe8vRelzZZ76LEBEsjVOsQHeeKeWTGYFR8AHpeBkHd+WuvcXGRZixLHy1rx3C+5MBhZPH1JEtpVWgRLRbhndoydvwPDny1/b+zesySEuL9vj1U4NPcoywLP/ZKDD29Jxd6CRii1rpfJ57dTtVg4JhgXJQTiooRAAHFQ6ww4Ud6GLw6WmoZbzwnwFGBxcrDF+ckbp0Tg9T/N5379JQJ8cdcUTIzwAcuy0BvZXuc2OWeHc+MCPREX6AmFWofX/ijAmzsK8MmySbhkbN9rQMjgUSJ1QoiZRoUab24vdPh9jpa24kBxM+6cGW3X60b5izEvsSvAjQv3hlgwsALTO/MaoNKab/cQ8bmYGOmDCAtDyDwOB6pegv5NkyNM85fnvHr1WEyM8AEAMAxj0yKgO2dGY0FSEFgWWL2rCIeLm60+lwwM9SwJIWZe3Xp6yNLQffB3MTbeNw11MjW2ZNYM+DrBUiHSonyRFuWHKyeEwV8iMA2T5tS0Y0deA9bsL7Xpmp06A6rbOpEQbL7pv7VDizILQ6r1cjVe2ZqPt2+Y0ONzvhIB0iJ9zSq1zB9E2S4hj4vP75iMF3/PQ3mLCs/8nINALyEWjgnCP+bEOmT17UhHwZIQYnKgqGlQyb5tVdqkRItSixsnRyC7uh0chkFlq8qmFZ3zEwPxxnXjESQ1T5QiONuTS4vyw8QIX1ycEoIbPj0Ma7ciLkkO7hEoASDUR4S4QE+cKG9D5wX5Xo+XtaK5Q4MAT2GP88aP8jYLlsWNHRgbPvD9lxwOg/9cngwuh4G8U4+7vj6ON7cXYuupOrx9wwQkh9Gcvz3R4wchBACg1Rvxwq95Q37f9PI2zIjzx+OLExHq44FrU8MR7uNh1bkzYv3x+Z1TTIFSqzda3OrB5TBIi/LFkxcnWXVdTyEPL12VYvFzfC4HL1yRjD+Xz8HNUyKwMCkIC5OCcNPkCCxODga3lyogz1yahA9vTcX4UV0Bsqa906q29IXH5YBhGHiL+fj6rqmYMzoA+XVyXPnhQby1owD7zjSNmGT1jkY9S0IIAOCrQ2W9rth0pOLGDsjVOrzwWy6aO7r2Xi4dF9JvMIkP8sTHyyaZzQU++N1JJIV44YkliRbP+efcWMjVOmh0RsQGShAbKEFBnQIvbzXP2/rcZWMQ6t17wGYYBtEBErx+nXUlCoGuwHb5+DBcPj4MnVoDeFz7ltbyFvOx7p6p2FvYhBd/z8NHe0rw0Z4SrL1jMhYnB9v1XiMRBUtCCGrbO/HebsfsqeyPWMDFvsImU6AEgBPlrZgc5YsTFW0Wz/ES8fDBLanwlQhM7xmMLPYVNqFVqcVygxE8C/N2XA6Dpy8x711G+omRVyuHgMfB76dqccWEUNxkRfaewfAY4KKj/jAMg/lJQQj0EuL6Tw9DrTNimOwOdLoRHyzP/SBRiS/XcO7/gX7Bh9bLv+f3upLT0QI8hcisbDd7r1GhhVJjwCUpwThS2mpWyothgNeuGYcxoeZzciqtHg8viMe9c2IsBsrejPIV450buxblvHhlMkoalW5fUHlsuDeOrlwIpdZg9ZA26duID5YKhQIAqGKJi1EoFPD2dkzyaWLu74IGbM+rd9r9Q31EZj3Ec5RaA7bnNWBajB8CvYTYml0HDz4XHy1LxYKknsOKXiI+HraQAF2l1UOtM+KPnDpcN2lUn706IY/rEgtj5GodpKLBVRHxEQvg47pJktzOiA+WYWFhqKqqgpeXl9s/TQ4HLMtCoVAgLCzM2U0ZETq1BvzHCYt6zvGTCDBndCC25/aexedYWSvevyUVb98wAUqNHv4WVpqe883hcviI+bhqYjgAoEOjx/WfHEZBfddD8V/5Dfj8zskuu7WCZVn8+5dcbDlZg3X3TsWUaD9nN4mcNeKDJYfDwahRo5zdDNIN9SiHzurdZ1DdNvhVmQMRFyjBWzdMgFTEw+aMvvdYbjxWiSsnhEHE73uub1Z8AIobO0yv9xU2mQIlAOw704RVfxTgmUuTIOANTcBsV2m7Vqx69N1T1BmMeGtHIb471pVb++6v0vHq1WNxdWr4UDST9GPEB0tCRqqiBgW+OFDmlHvfPy8OyxeOhojPxZ6CRrP9h5awsG4OOz7IE/FBnqbXlqp9fHmoDBmVbbg+bRQmRfogOVRq11Eltc4AEZ8Ltc4AI8vig7+LMSXaD5eMDelxrNHIIrOqDYeKW7C3sBEnu83ddmj0ePT7LKSXt+Ifc2LRotQgLYp6ms5CwZKQEYhlWfzn1zyLycAdScDj4O0bJuDKCV3D7DqDEfFBnogJkKC8RQlL67p4HAYvXml5z2N/jpZZLlp9qqodp87mvl2YFIR3b5rYb8+vN+eCo1ytw42fHkFBvQKb758BeaceP5yowp+59cioaLMYLH84UYWVW3Isft3nfHusEttyuoapZ8cH4IoJYZge4w+pBw8avbHf3jaxDwqWhIxAv52qxZFSy4HEkZ66ONEUKH88UYWXt+YjNdIXQV5CiynkAODT29KQFHJ+0Q3Lslb3BDutWOG7u6ARN312BD8/MBNigW1/EosaFLj763T830VxiA/yNA35XvfJEbPjsqvbIVPp4C02D8hXTAjD87/mQmfo+6GlXdW1Gnhrdh22ZteBYYCJET5olGsQGyiBp5CHayeNwoKkIHAYWPX9kXXqUN2mwuggryEbknZnFCwJGUFYlkWLUotXt50e8nuHeYtMgfJwcTNW/pwDvZHttTDy6CBPrL55IlLCuuawDUYWXx0qw0d7inFRQiBunhqJKdF+PRKUdxcdIEGjQtNv2wrqFbjt82N46cqxGDfK+jnzerka1W2deO6XXAj6WDRkZLt6uRenmPcuJUIepCI+WpS2FcJmWZi225xL3vBnbj0mR/ni2kmjcOXEMHgKe//zvv5IOT7cU4wGuQaJwV748f4Zg159O9zR4wQhI0iHRo///XUGTVYEEHu7fUY0gqQitCq1eOyHrD6HgHkcBq9dO84UKFuVWtyy9ihe3XYabSodfsmqxc1rjmLKf3fhkY2Z2JpdC52hZz7ZN64bj+smWbeA72RlO67/9LBpeNYa02P9TXOkWgv3766gTtHjvS2Z1WhV2RYo+3Kiog3PbslBcx//vwq1Ds0dWjTIu44pbFBgxQ+n7NaG4YqCJSEjSE17JzalVw35fROCPXHXzGiwLIsnfzxl+kPdm5VLx5i2Tah1BtzzdTqOl/VcBNSq1OK3U7V46LtMrPw5x1Qk+ZyYAAmuS7N+NalGbzStRrXGw99lmq2+7U24jwfunXO+OPP23Hpc9v4BPP7DqT7nKwciWCpElH/vGyy9RHzMig8we29nfgPqZM5ZFe0uKFgSMkKwLIv//JJnMdG4IwVLhfh42SR4CLj47VQtdhc09nn8VRPDcM+saNPrd/86Y1Uh6p8yqvGf33J7BMy0KF/EBkqsbq9crev/IACNcrXVyRzknTpkVrZBf7b3+e2xCuTVyu0eKAHAx0PQ65xlp9YAjd6A0qaeAX5bdu97XQnNWRIyYvySVdPvFg17+9dFsXhkwWhIzs6fHeqnSLGAx8Fr14wz/bFff6TcpjqUG45WIibAE/fOPt+LE/K4+HP5HGRVtuNMgwJ/FzTiUEkLtBbKgDEMcOu0SLAsC6XW0Ou8n0ZvwLacOtwxIwrrj1b0G/QUGj1u/+I4gqVCPLt0DBrkaqu/JlsVNihMZcKyq9tR294Jf08heJyu8mcbjlagsL7nkPCb2wtx+4woCHm0utYSCpaEjABqnQGrdw1tovQ7Z0Rh5aVjzN67fXo0CuoVyKuVW+zhXpwSAomQB5ZlsfF4Fd7bXWzzfS/sWQJdAXNarD+mxfrj9hnRUGn1OFjUjL8LGhHu44FgqQg17Z2YEeuHWpkask6dxa0kLMvise+zUNXWiYxekrz3pUGuwfJNWTafZ6svDpbBx4OPN7YXWF2/U2swoqRR6RLp/lwRBUtChrlGuRq7CxpR0aIa0vvOiPM3/VujN0DI42LcKG/89tBsyNU6/JFdh5e3diVwj/IXY9GYYDx5cSJYlsXLW/Px1aFym+/5wLw4XJUahpYOTZ9p8cQCHpakhGDJBatTPz9Qile3ncaP/zfDYqo5g5FF9QAD5VD6ZG+J1cfyOIxpsdWqP09j/b3THNUst0bBkpBhzkcswFeHhj5TT4fm/B7H9UcqcE1quCmASUV83Dw1EmPDvfHbqVo8OD8e3h58GI0sXvo9H18fLrf6PpF+Ytw7OwZ6I4vCejmWvncAL105FpOifOAvEfa6h9BoZFEr60SwVAQ+l4PTdXK8ub0QANDWy1YOHpeDW6ZG9lo6zB0JeRwEiwVQ6wxmDzjEHMMOk1pIcrkc3t7ekMlkkEppGIEQANAbjLjjy+M4XDL0CQiSQ6XY9shsGNmuyh9e/ezjU+sMuOur4zhaatu86pLkYOzMbzC95nIYMOja1vHlXVP63HB/w6eHoTOweP26cXhkYyYqWlR4aH48HloQ3+siGYORRV6tDP9cl4F6B849DqWl40Lw/s2pNpU2Gw5siRvUsyRkGNuUXuWUQAl0betgGAZcBqZA2arUok7WidgAT7NSWUUNCryxvcDmQAkAewvNkxqcmwsta1ZCrtYhoNtwbJNCg7JmJSpalFCo9ZB36lHYoMAlqw8AAB5blGCxzFd3XA6D8aN88MrVY+HB5yLc1wMVLUrc83W61fODrubAmWa0d5p/r4g5CpaEDDPnFriodAZ8fsD6laT2Vi9Xo7SpA7GBXZv2q9tUuOOL4yhtVkLE52DbI3MQ4y/Be7uL8N7ugS8+6i0ZQKNCjYI6BWaPPh8Ant2Sg7+69UIv9OWhMiSHSbE4uWe9zAudO4ZlWWRWtrltoAS6Vuv+768z+O8145zdFJdFwZKQYaapQ4OjpS3Yd6YJ5UO8qKc7f4nAbJHNq1tPo/Rs/le1zojHvs+CiM+1mGzAHpJCpAj1EZkSnQOwmOWnO1mnDv9YdwL/mhuLx5ck9LuNwmhk0d6pg6zTur2Zrmzj8UrcODkCEyJ8nN0UlzSyBqgJGQEa5GrUydTYkWvdhnlHeWJJomn7RVGDoscG/uxqmcMCJQDUydR46LtMlHTbgB/tb11ygs/2l+KqDw/hTEPP/YjdcTgM/CQCs0Tv7srIAo9syoRSo7f6nCMlLfh4bzGGydKXPlGwJGSYYFkWJ8pbkRDshS0na6C0ouKGo1w3aRRumRoBoGvhjjN6XvJOHYobFahqPZ/GTWhDdY2CegWu++QwdliRpWdCxPAoWF7RosL//jpjVfDLr5Xjti+O4c3thXjul1xTdqLhioIlIcNEcWMHFGo9Vv6cg8J+ekSOtDg5GKuuHYfSZiX+se4EGuRqpIR5477ZMZAIhi47jNZgBMMwmBjhA7XOgIoWpamElrUUaj3+tT4Dz2zOhkrbe4+rTeX+w7DnfHOkHPl18j4DJsuyeGVrvmkx1bfHKvHAtyeh0TvvAc3RKFgSMgyotHo0d2jh7ylATo3Mae2YGOGDD25JRXunFvd+nY5dpxsgFfHhIeDiucuTccfM6CFtj1ZvxOUfHMTYF3bgorf2Yl8v5cD6sym9Cpe/f7DXHLX1wygJuc7AIrta1mdNzJr2zh71UHfmN+C+b070+VDhzihYEjIMZFfLEO7jgaKGDqctNgnwFOLT29IAADd9dhTlLSrcMysGvhIBAKClQ2MxJ6mjNXdo+iwHZq3SZiWu/+Qw3ttVNKx7UACQ3s9c8qbjlivXHChqxs1rjqJRMTz2n3ZHwZIQN1cn60SApxBnGhTYXdDglFqVALDq2nEI8RbhrR2FKGtWYuWlSXjusjFoVWqx4sdTmPf2XvzdT8URV6c3svjfrjO488vjpvd0BiM+2+e8LTqO8Ht2LRr7SLhQYqFqyTnZ1TJc89HhfhdHuRsKloS4ubJmJWrbO1HeosSfTloBe/OUCCxODsaBoiZ8cbAM16SG418XxeHLQ+VIe/Uv/JRRDYXa/YfnOExXbcpl06JM7/E4jMU8su5MZ2D7/Fnqr6B2TXsnrvv4MPa4+cNRdxQsCXFjbUotNHoj/spvwO+nah1SH7E/Y8OlePHKFLQqtXjs+1MI8BTiP5cnY1t2HV7Zmu+UNjmKke16MLhsXKjpPYZhcF1a38HDHX28txiKXmp7To316zONINCV6OBf6zOGTZ1MCpaEuLE6mRoKtR7rj1bgVPXQL+yRinj4+NY0cDkMntmcjTaVFh/dmopWlRZP/XRqyNvjaF4iHmbG+8N4wRNAVasKfG7vC2LcUYNcg6c3Z1tcFavWGeDB739ls9ZgxIPfnXRqJil7oQw+hLgxAY+D1bvOOO3+79w4ERF+Hnjqp2zszG/AkxcnYkq0H67/9LBT93nak1jAxbWTwqE3sLhxSgQmRfr2OCYxxAsCLgc6w/D4ms/5I6ceH/5dbJYvt6SpA7euPWrTQrJXt51Go0KDlZcm9bnK1pVRz5IQN/RnTh2Olrbgv9vyUdqkdEobnlicgMXJwfg9uw4/ZlRjVrw/7r8oDt8er8TJynantMkRVFoDFieH4PXrxlsMlAAg4nPx5MWJZonIJQIuxoW7f7KCd3edwaHiZtPrUG8R5J22zz+v2V+K5ZuyoNa55wMFlegixA3J1To8/F3mgPcNDtb/XRSHpy9JhKxTh0vfOwCdgcUfj3QVdb7yw0NQDZNe5TkpYVJsfXh2v72iRrka+840ITlMCplKh1+zavH9CcvbLNxJlL8YP/3fTAR6dT0MLHxnL0oG+JA2YZQ3Pr9ziulazmRL3KCeJSFuyEvIg6fIObMoy6ZF4ulLEqHUGnDzmqPo0Oix6Z/T4SMW4NHvs4ZdoASAvFo59p5pgkZvgFbfe1q3IKkI16eNwgu/5uHWz48Ni0AJdKXB+/JsAfE2pXbAgRIATlXLcP2nh1Hd5rwk/wNBwZIQN/RLVo1TVhleOjYEr1w1FgDw7y1dafU+vS0N8UGe+ODvIuTWyIe8TUPl5d/zz9bo7P2YNqUWD23MxImKtqFr2BD5bF8J7vvmBKraVIgP8hzUtSpaVLj248PIdWK2KVtRsCTEzTTI1Xjp9/whv2+ApwCrrh0HDofBL1k1+DWrFpeODcGs+ABkVrbh470lQ96moVTWrMRNnx3FweJmU81QoKugNQCUNnXgmo8PDZutEhcyssCu0w24+qNDmBYz+H2ljQoNbl17FDlOWMU9EBQsCXEjRiOLn0/WoH2IE3eLBVy8f0sqfMQCFDcq8O8tuZgc5Yu3rp+ATq0BT/xwypRUezirbFXh7q/ScedXx/HVoTLUyToh69Thw7+LcMUHB51aP3SoGFlgR16DXRYvydV6XP3xIfx2qtYOLXMs2jpCiBtpU2nxfXrlkN/3nRsmYGZcAFRaPe7fcBJJIV746u4pkAh5eP6XXFNR55HiQFEzDhQ14+vD5VCo9abe5UjR3KFBqLfILtcyGFk8sjETjXI17psTa5drOgL1LAlxIy1K7ZD3Xu6YEYVLx4WCZVn8a30GlBo9Prt9MrxEfGzLrsP6oxVD2h5XUtGiGnGB8pyyZiWmxvghzE5B89Vtp7Fmv+sO5VOwJMRNKDV6vLe7aEjvOSnSB89dlgwAOFTcgrJmJTbcNw2BXl2J24djlh5inQ6NHrk1MsyIC7DbNV/7owAfDPHPuLUoWBLiJk5WtqFyCHuVPmI+Plo2CQIeBx0aPT7dV4KfH5iJ2MCulZArfjw1bLL0kIFRaQ3YfLIaIVL79C4B4J2/zmDVH6f7LD7tDBQsCXEDeoMR5S0q+HsKhuyeb1w3HqHeHgAAeacOHy2bhCAvEfQGIz7dV4JsN1nFSBxP1qmDWNB/rlhrfba/FM9szoHO0Pue1qFGwZIQN9DUoUGTXN1nHUF7WjYtEhenhJheh/l4wNuDD6DrD1lOjQzBUudnYCGuQa039FuFxFbfn6jCfd+ccJn0eBQsCXEDvmIB5iQE2nW4qzeBXkI8vjgBAKDSmucA/TOnDm/tKMS27Dp4ifgObwtxDywLh9Qr3XemCXd9dRwdGufXQqVgSYgbOF0nR3WbyuG1IflcBh/ekgr/swnBu5dhUusM+HTf+dWKxY1D08sl7sFR+2yPlrbi9i+OQTbEe4svRMGSEDeQGumLKyeEO3ybwqOLEjAt1t/0unvi8BalFk0KjUPvT4glmZXtuObjQyhz4n5eCpaEuDiWZXGmQYGjpS2oaHXcalg/iQDLpkVa/FybUotnNmejVqZ22P0J6UtpsxJXf3QI6eWtTrk/BUtC3MD6IxVY8aNjU8rNSwyEj9jyattP95fgQFGzxc/1xoPPxeQoy/UfCRkIWacOyz4/hu25Q59/l4IlIS6OYRjcMzvGbP7QERKDvSy+z7IsCuoUNl8vyl8MTj/1HwmxlVZvxFM/ZQ/5fSlYEuIGAr2EkDtgtWF3c0YHWnz/REUbCuq6Sm/xOAzCvEWICZBA2M9WgYkRPjjupCEzMrzJ1fohT9xPidQJcQMiHgfyTseuBgzwsjwEe6ZBgfZOHW6fHoVFycE4VtoCpUaP+CBPCHgcfH24Aqfrztex9OBzcePkUdhv47AtIbbQG43gchw72tIdBUtC3EBzhxZaB2czEfIs/+FZNi0KN0+JxI8nqnDfN+nQGc4/0Xvwubh9RhTumRWNY2WtEPI4aJBr8M2RkZtcnQwNtdbY68+sI1CwJMQN7C5ocNi1g6VC3D49qs9h1T9y6vDMzzk93u/UGbBmfymkIh7euWECmpVa7C8qdlhbCTlHodHBWzx0iTEoWBLiwmQqHYqbOtAod9z+RgYMlk2LgqiXBUSlTR39LqiQq/X4/kQ1FGodlk2LQlmzEt+nVzmiuYQAgMMTdFyIFvgQ4sK8xXykRfmCy3HcqtJ6uRr8PnqVXx8uR6cV+TkrW5U4VtaK1/8sQKCn0G51DglxBRQsCXFhv2bV4MXf8rCnsNGh96lr77T4fm17p9WJrM80nE9/tyWzBgvHBNmlbYRYMtQVSShYEuLC/i5oxNeHy5FZ2e7Q++w702Tx/TAfD8zuZUtJX2raOzEmRDrYZhHSK7WOgiUh5KwnFifi09vS4Cl07PKC1/8sQF6t5fqUKWEDC3oVrSqE0lAscRCldmgrkVCwJMRFVbQokVHZijAfUY9SWfamN7LI6aWYc6DXwOpWfn6wDMsXjkZSiOXMQIQMxlBXIRlUsFy1ahUYhsGjjz7a6zF79+4FwzA9PgoKCkzHrF27FnPmzIGvry98fX2xaNEiHD9+fDBNI8TtRflLcElKKArqFRiKZCWR/mKL71c0Dyx5u8HI4rlfcjFndCBevCIZN04ehbhAyWCaSAgAwNuDj8Qhfggb8NhOeno61qxZg/Hjx1t1fGFhIaTS88M5gYHn50H27t2LW265BTNnzoRIJMKbb76JJUuWIC8vD+Hh4QNtIiFuz0PAHbK0XjEBlgPZoZKBZ+LRG1msPVAKAEgOlWLO6EA8eXEivjxUjuNllAqPDMwzlyYhws/yw52jDKhn2dHRgWXLlmHt2rXw9bWuqkBQUBBCQkJMH1zu+T1d3377LR544AFMnDgRSUlJWLt2LYxGI3bv3j2Q5hEyrGQ5eHEPAIR5ixDq7WHxc9H+Ytw3O2bQw6n5dXJ8fbgc/7fhJG5IGwWJYOiyr5DhI9pfjOvTRg35fQcULB988EFcdtllWLRokdXnpKamIjQ0FAsXLsSePXv6PFalUkGn08HPz6/XYzQaDeRyudkHIcONVm/Eyco2h98nLdry75pWb8DHe0vw08lqhPtYDqYD8fPJGjx1SZLdrkdGjmeXjgGfO/TLbWweht20aRNOnjyJ9PR0q44PDQ3FmjVrkJaWBo1Gg/Xr12PhwoXYu3cv5s6da/GcZ555BuHh4X0G41WrVuGll16ytfmEuA2ZSoc/c+tQ1NjR/8GDNDXGcrDMrZUj++zCn90F9tvrWdasxO3TI9Gm0mJLZg0qW1VDnpGFuJ+p0X5YnBzslHvbFCyrqqqwfPly7Ny5EyKRdUvCExMTkZiYaHo9Y8YMVFVV4e2337YYLN98801s3LgRe/fu7fMeK1euxOOPP256LZfLERERYcNXQ4hrk3rw0KEZmuXx0ywEy9YODd7cXmDh6MGrl6txprED8xODUNPWiekx/thf1IQ6mdoh9yPuj2GA/1yRDMZJNVJtCpYZGRlobGxEWlqa6T2DwYD9+/fjww8/hEajMZuL7M306dOxYcOGHu+//fbbeO2117Br165+Fw4JhUIIhQNb0k6Iq3t2Sw60eiPalFqH38tXzEd8oKfZewq1Dqt3FeFoqeMW4Rw404xWlRY/ZlQ77B5k+LghbRTGhns77f42BcuFCxciJ8e88sDdd9+NpKQkPP3001YFSgDIzMxEaGio2XtvvfUWXn31VezYsQOTJ0+2pVmEDCtGI4vfsmqHrFc5e3QgON1yz7Isi6OlLVh31LFltvYXNeH168bjk70lDr0PcX8SARcrLk7s/0AHsilYenl5YezYsWbvSSQS+Pv7m95fuXIlampqsG7dOgDA6tWrER0djZSUFGi1WmzYsAGbN2/G5s2bTdd488038fzzz+O7775DdHQ06uvrAQCenp7w9DR/4iVkuCtvUQ5ZoASAS1JCzF7XtHdipYVyXPZ2tLQFv2XVgsthhrzqPXEv/3dRHIK8nJsNyu45tOrq6lBZWWl6rdVqsWLFCtTU1MDDwwMpKSnYtm0bli5dajrm448/hlarxfXXX292rRdeeAEvvviivZtIiEvLrR26ld2eQh4WJJknPN94vBLNHY4f/g3xFmGUrwg+Hny0DMFwM3EfXA6DEKkIsYESpEb64t45Mc5uEhiWHR5r0ORyOby9vSGTycySHxDibjIr2/DAtyeHZLHLzVMi8Pp159cHaPVGzHz9bzR3OK5+5kPz46FQ61DSpESbSotLx4bi7Z2FDrsfcW18LoPpsf6YHR+AiRE+iPQXI8hL5NCydOfYEjeo+DMhLiajog3yzqHJe3nb9Ciz1zvy6h0aKD2FPHgIuPhwTzEAINRbhCh/MSZF+uDkECRfIK7BXyLA4uRgzEsMxJzRgZA4uFCAPbh+CwkZQQxGFqt3FUGpta6G5GBMjPDpsbrwQJHlUl32MCHCBxeNDjClvwO6gvXDGzMddk/iWqZG++H2GVG4ZGyIUxILDAYFS0JcSH6tfEgW9/A4DJ66YHWh0cjimAPztQp5HHRoDGjvVi1ie24dRDwO1PqhrU1Iht5dM6Px4pUpzm7GgFGwJMSFHCtrGfC5UhEP0QESRPqJEeknRqNCg58yqsHlMPD24MNHzMfCpCAkh0kxOsirR69yR149KloGVmHEGqkRPlh3xHw7Sk6NHOPDvZFdY7k8GBk+ypqVzm7CoFCwJMSF2Dp3E+7jgWcuTcKc0QHwEQvMPqfWGfDCFcnwFPL6zHrSrtJCKuIjv85xq3D9JF1t0xt79iBP18vB5zDQ0faRYe1kZRuMRtZsT687ca9BY0KGuf/9dcbqY6fF+OHPR+fgiglhPQIlAIj4XHiJ+H0GyqIGBbQGI3bm1zt0+LdVqcUvWTWYFNmzSpHOwCI5jFawD3cKtR61sk5nN2PAKFgS4kImRfqivwfvKH8xpsb4IcJPDKmIb/M9uu8W8xTxsK+wCY0KDcY5OJVYg1yDennP7TAefC5kQ7T6lzhXaZP7DsXSMCwhLuS/14zFX6cb0FsJjgmjvPHwgtEYH+HdI1A2ytXIqmrHtBh/HC9vhZFlcbysFXm1MugMLPwlArQqtUgJk+Klq7oybjUpNNhwrBJGI4sH5sU5/OuzNCfaqTOgSaFBSpgUeUOYkIEMvfIWJeYi0NnNGBAKloS4EH9PIS4ZG4Jt2XVm7wt4HLx69ViMDfOGRMjtkfort0aGz/YV4/fsesQFSlDSxxP8qep2LBwTjEg/McaP8sGKJQn41/oMnGnoQKSfGJWtjlvk0xul1oCCegUmR/niRIXj63cS53DnniUNwxJiZ7k1Mvxr/QkcKm4e0PkvXJGMUO+uYMhhujLevHX9eCwdF4oxoV6I8peYHb/vTBMe2ZiJP3O7cir3FSiBrjnC9Ucr4Ht2ntODz8XFKSH4364ziPIXD6jN9mAwsjhR0WaxXBgZHspbKFgSQgDUyTrxytZ8tHRo8cQPp6A32L5/MMhLhD+Xz8G7N07Aa9eMw/JFozE23BsSAdfiYh0uw4DHZWDLVsXdpxvw6f4SyNU67MxvQJBUiEmRPjhQNLAAb0/HylqRFukLHv11GnbK3Xj7CA3DEmJHP5+swbGyVjx32RhMjfEDb4BZSnzEAlw7aZTpdVxgz+o7LMvivm9OYPwoH5xp6LDp+kYWOFTcjIoWJTyFPBhZoMmBae5slVHZhrQoX2TQkOywUtPe6bbbRyhYEmJH/3dRHDgMg1umRjo83+WPJ6pxTWo4Xvvz9IDO1+iM+COnHkIeB/4SARoVrhMsAfS7Kpi4H72RhdZghIhjXe1jV0IDHYTYEZfD4P55cUOSGDo5TIq9hY2obR9YdZLCBgUAQKM3olamht7FkgKcrGxHYrCXs5tB7MjHgw8R3/0CJUDBkhC31NKhQVygBLtONzi7KQ4jEXDdehM76Wmg0xKugIZhCXEzap0Bt31xHInBnmjvdHzSdWeRq/WI8PWAl4g34N4zcS0CCpaEjGwsy/aZVq4/OoMRd355HB0aPUK9Rbg+LQKLxgQBQI/rvrWjEDdPjsB//8gfVJvdQVVbJ6QiHsaEeuF0ncLZzSGDxOe670S0+4Z5QlzEoeJmTHz5L2zOqIZxgPN+H+0pxuGSFmRXy7AjrwH/Wn8C645UQH5BzzG7uh3hPh7IrZVBa3CtOUZHkav1ONPQgcnRPfPKEvfibjUsu3PflhPiIiZF+mJBUhD+82suNAOoy7jxeCVW7yoye8/IAt8dq4TU4/zgD8uyKG1SQurBg1I7fIdfLTEYWRTWK+Antj0XLnEdNGdJyAjmIeDi3RsnoKY9AR4C21b6bc+tx7+35Fj8XLivh9kQbH6tHM0dGpysbIPewIIBMDL6ll3GhEpx3IHFqYnjCdw40wQFS0LsgGEYjPK1LVXc0dIWPLIpE5ZGbv0kAjy+OMH0ukOjx6nqdqSXt2JfYRPUA+jBurv08lZMjfbD8fLBB0w+h8HESB8YjCyaO7QQC7goqKc5UUdjeykQ4A4oWBLiBIX1CvzjmxPQdgt6XA6DK8aH4pKxIZgW4w9fyfkalSfKW/FTRg1kndoRGSiBrkIsx+0QMBODvaDU6pFefj47UGyApI8ziL1wBrEIztkoWBLiBDvy6qHoVmz54pRgPH1JEnzEAvh48M3Sgf2ZU4c/c+vhK+bjZCWlf+vQDKz2pQefg3HhPhYDrVxN9TSHAg3DEkJssmxaJMpblNDojbhnVjRiAjzh160nCQAylRaf7CvB+iMVUGoNTmqp6ylvUYHPZaCzYTWwn0QAbw9erz3SVqXWXs0jffBw0+w9AAVLQpzC31OId2+ciFalFl4iXo8l9bk1MjR3aLB0XCg+3VfqpFa6JrXOgJiAvmt2dhfu4wG90Yiy5t7rdBrZroBKQdOxhG7cs3TflhMyDPhJBD0C5Q/pVXh7ZyESgr2w8XiVk1rmuoys9fv1Qr1F6NDo0SDvP0k8bUtxPD4FS0LIYNXJOvHslhw8tTkbM2L98cHfxdh4vNLZzXJJ1uxnjfYXw9uDD1mndfORUg8Klo5G6e4IIYNS0tSBqz86BIW6a9HPqj8LnNwi11bWrMTkKF+cqGiDn0SAUG8R8mrlCPISQsDjQCriI79ObtM13Tm7jLugdHeEkEEJloowMcLH2c1wK6XNSkgEXAR5CdGk0GBqtB9knTq0KbU2B0oALleibDhy5wcS6lkS4gL+yK7DgaJmZzfDrbQqtYgLlJiSCZwrXj3QEtZ648jcvzqUhDz3XQ3rvmGekGHk2knhuHJCmLOb4XasXRFrjU6tAX5iAdx4pNDluXFOAgqWhLgKw9lUYJ5CGvBxhjMNHWhVaRHu6+HspgxbOoP79t7pt5IQF8DjcjAj1h96gxFnGjrA4zJoV1FWGWfw8RCgEp3ObsawZEsiCVdDPUtCXIBKq0ebUotbp0VhZpy/W2c6cXcsAAGNxZILULAkxAXkVMuQFuWLaTF+mBUfAPpT7Tw5NTKEeIuc3YxhqXt9VndDwZIQFxDgJcSfufUQ8jiYFR+AH++fiXHh3qbPi/gcLE4ONr3mcxksHRfijKaOCD4egv4PIjbzFbvv95WCJSEuwEvEQ4dGD4Zh4O3BR7iPB165eqzp89dOGoXT3fYOXjYuFPJOvaVLETsQ0TC4QxipniUhZDCkIr4pe885P5yowp4V8yDr1EHWqUNmZTu8RDq8fcMEpIRJseR/+53UWkIGxujGiR8oWBLiAoQ8DjT682W4mhQasCyLmAAJZJ06aPQG/PHIbGRVtSO3RoY3/iyAisp2OYxaT99bR4gL9HR2EwaMgiUhLoBhGMyI88cb2wtQ2aKCUqvHiiWJAACpiAeDkQuGYRDm44GVP+egtNl+m/FJT/Kzydc9BVx00EOJXTAMMDXGz9nNGDAKloS4iAfmxaO5QwNvD75ZDs2SJiXaVFpkVLThzhnR+P5fM3DP1+nIqGhzYmuHt4pWFYQ8Dkb5iU3p9MjgzIoLgL+n0NnNGDBa4EOICwnwFJoCZaNcjVe25kPqwUN2tQzVbSrcsvYoGuVqNCkGmgGVWINlu8qANXfQ99lebpoS4ewmDAr1LAlxMX/lN8BgZDExwgd7ChuxI68e8xID0abUIauqHYtpYc+Qae7QQsBloHXjzDOuovvWJ3dEPUtCXERFixKfHyhFWpQv1uwvwd8FjfjxXzPA5TDYcLQS2/Pqnd3EESlYSgkKBitYKnT77TjUsyTERby1oxBbs+uw4WgFHl+SiEc2ZuJQcTOq27rylBrceNm9O/MW81HVRrliByPST+zsJgwaBUtCnMxgZHGquh13z4oBn8vBlswaPLIxEwCwLafOya0jlKd38CIoWBJCBqtDo8df+Q3wEwtQJ6MejKuQinhICpWiTaV1dlPcXnyQ++6vPIfmLAlxIpZlIe/UYUlyMH7PrsXR0lZnN4mc5SHg4nhZK4oaOpzdFLcX4y9xdhMGjXqWhDhJo1yN9UcrECQVQW8wIrta5uwmkW4aFRrwOIDeynrFl40PBQBsy6ah8wt5i/nObsKgUbAkZIgpNXqotAY0KjT47VQt6trVzm4SuUBCsCekHnycrpVDb2UGn5QwKX7JrLH6HtNj/XDv7Fi0KbXYe6YRB840Q6EZnsnxO9Tu/3VRsBzm9AYjPttfCg7DYMIob0yI8IFEyMOvWTUIkYowLdbf2U10iDpZJw4Vt2Du6AAEudjS/8pWFRRqPbR6I9pVOmgNVnZdiMOF+YiQEOwFsYCLP3Js26rTrNBilK8YZy4YtuUwQPeFzLEBErx69VicaVDgxd/yIBZwMTXGD69cPRYCHgef7SvBqWE2ylAnc/8HQgqWw5RKq8frfxagrFkJWacO2dUyCHkcZDy/GLXtnfj2aCUqWpXY/9R8CHmWV/sdL2tFdIAYQV6uFWz60ihX46M9xVh/tAJGtusPVXyQJ7w9+Jgc7YflC0c7fb9XcWMHnt6cDT+JAEIeLRtwJZMifREiFaH9bG5YW5Q0dSDQ63w6Nx6HgY9YAIPRiDbV+evdOi0Sm0/WYPPJatN7RY0d+PZY5eAa78LGdqvN6q4oWA5DcrUO93yVjhMVbRALuNCcnXThcRg8/0su9hQ2ov3sL+9He0rw6MLR4HAYAF0LThim699v7yzE8bJWPHfZGNw3J3ZIvwa9wYhjZa3IqmqHWMCFl4gPI8si3McDU6L9IOgWZHQGI46UtODLQ2XYf6bJ7CneyML0pJ9e3oY9BY1Ye8fkIV/KrtLqwWEYiPhctKu0UGkNUGlp5aur8ZcIcO+cGFzxwSGbzy1rVmJMqNT0+o4Z0dhwrAJCHgcCHgfas7+HM+L88cHfxXZrszvQWjvx68IoWA4zLR0a3PHlceTVdhUK7l7GSak1YMsFcyqbM6qRWyODzmDE4uRgeHvwcfn4MHA5DKL9xZCpdLh1WuSQfg0ZFa1YvasIB4qaLX4+wFOAMaFS5NXK4cHnokWpgVpn3S9jQb0CD353EuvvmQYvEc/0kOBoXA6DjccqcfmEMCSHSeHB56JTR9UshgKXw2BKtK9VK43XH61Aq0qLf86JwWt/Fth0n9r2TkT7n38IO1nZhmCpEH4SIU5VtQMAYgMlUKj1kA2g5+rO/spvwIw4957yoWA5jNTL1Fj2+VGUNFlfvqlW1oma9q4ezoGiZiSFeMFfIkRmZRveuG48dAbWrBdnLaVGj9waGQQ8DmIDPeEl7D0wafVGGFkWTQoN9hQ24pWt+dD1kYuzuUPbayC1Rna1DFd9dBArLk7EZeNCTT1pRxLyuLhjRjQ2pleiqKGDAuUQMhhZ+HgIrDrWyAK/n6pDiFSEKH8xKlpUVt9Hb2TNhvhZAGI+Dx78878/k6N8kV3dbvU1h4ufM6vxzKVJA/pb4iooWA4TFS1KLPv8mCk1mrXYC2JSQb0CD288iVnxAWhX6eArEZgNzfZle2499hc1oaatE5mVbZCfXQHH5TB4eEE8bp0WiSAvEeRqHaQiPvadaUJJYwdYALk1MhwpaUG9fGgWApS3qLBycw7mjA6Et4djl7WrdQa0KrUI8/GArFOHrw+XO/R+pKfDJc2YEeuPI6UtVh2/I68BDy+Ix48nqnG83Pq9rzwuAy6HgcHIolmhQWygxOzBrrZdjWkx7t3DGoh2lQ75dXJMjPBxdlMGjILlMNCoUOO6Tw6jucM+mUbaVDpkVrbj+V9z8cC8eHiJeAiSCsGygIDLQVFjBwI8BdiSWQO5Wg+FWod6mRo7z1bLuJDByGL1riKsO1KB+YlBaO7QIMBTiN+za502l8HlMFg4Jgh5NTLMjA9wyD3+yKmDVMTHuiPlyKxqx7Wp4fhsf6lD7kX6Jlfr4Sux/qGoslWFkqYO3DM7GhmVbTAYWfC5DGIDPFHY0Ht9y3qZGhG+HihvUaFO1onLxoeaBcuCegWmxbpvAeTByKxso2BJnGvjsSq7Bcpzatq7hmf/yKkDn8vBpEhf3DkzGrXtndiUXgkvER/Z1e19DpdeqFWpNVsB6EwGI4v75sRCxHfMsNDxslY8+n2W2cMABUrHuXJCGDR6A3bkNfR6THa1DBclBGLfmSarrrn/TDMeX5yI3x6ahV35jZgZ74/TdXL859e8Xs+pbutEkJcI5S0qGFkg1Nt8JXlzhwYefC6EPI5p4d1I0a5y73laCpZu7vv0Svxv1xmHXd94tgjukdIWq4ew3EGApwApYVKHzFcajSye/OnUsFgB6C4OFDXh5wdmQa0z9hoMq9s6sWhMsNXBMjHECwIeBylh3kgJ80ZpUwde3Xa6z3MqW1WICZCYhm7DfDxw2bhQbMupA8N0TXtUt3UiLtAT+XVy275IN1fc5N5pA913tnWEY1kW3xwuxzM/5zi7KW6JwzAOebI3GFlwOAymRo/MoTZnaVPpcPsXx+Al6vv5/3BJM+aMtm7YfV5ioOnfeoMRd3x5vN8HoPIWJYK79SZVWj2evWwMZsb5447pUfj30jGok6kxNyGwj6sMTxorV6y7KupZuiGjkcXLW/NpocgghPl4YG9hE8aN8ka4j4fdrtupMyCjos1lhptHkuq2TkyK9O2RMae7Mw0dWJAUbNVq6pSw8xvpa9o7rVo8V9PWif+7KBZTon1R09aJJckhkAh5+O4f0yFT6SD14OFkZRuWLxyNo6UtyDq7pWS44zBd6QDdGfUs3VA7ragctNFBnpifFGjXQAkAnkIeduTV9/rHmjjW3sJG3DEjGqmRPhjdS1kosYCLHY/O7ff/Pq/2fMq5CF8xJozqPwuNRm+EUmPAnNGBuHlqJCTC8/0RbzEfDMMgLcoPHgIuVl07DkOwa8mpYgMkePqSJBxduRCPLU5wdnMGhXqWbmhHnm05K0lPKq2h1zR/g9Gu0uJn6lU6jVytx4GiJnxwyyRIPXiY++aeHg8uZc1KJIZ44fYZUXi9j8QDuTUyXDUxHADA4TD44q4puOmzI5B16hAsFcHbgw+xgAeJkAsvEQ/+EiE4DAM+17oIOCZUiq/vnoofTlQNi0olAh4H16aG4+KUEARJhQjz9oDP2QeE4WBQwXLVqlV49tlnsXz5cqxevdriMXv37sX8+fN7vH/69GkkJSUBAPLy8vCf//wHGRkZqKiowP/+9z88+uijg2nasLb7dKOzm+D2HJVBZePxKquzCRHHKGlS4rYvjmHbI7Px4pUpeO2P02b/J7+fqsWD8+OQesE2Bg4DXDI2BDEBEviKBbjognnFAE8hdj1+kV3/+F+UEIiLEgJxzcQGvPh7ns37pB1tRqw/fCX8PpPK8zgM7psTi/vmxCDAU9jrce5uwMOw6enpWLNmDcaPH2/V8YWFhairqzN9jB492vQ5lUqF2NhYvP766wgJCRlok0aMEjdfVeYKxlkxpGYrvcGI9UfK7X5dYrtWpRYPfnsSi8YE9+hZ6o0s1u4vw+RoPwSdTXwu4nPw0a2T8PGyNDx5cRLumxOL0cFePa7rqF7SouRg7H9yPl66MgXcIUrBaI0jpS0IkXrgqUsSez3mt4dm45lLk4Z1oAQGGCw7OjqwbNkyrF27Fr6+vladExQUhJCQENMHl3t+CGzKlCl46623cPPNN0MoHN7fcHtwdtWM4SDM2/6VVHadbkDtMChFNFycrGzHr1m1WLGk51zZr6dqUNWqwitXj8W4cG/89H8zcem4UCe08jwOh8GdM6Ox/6n5uDgl2Klt6e7LQ2U4U6/Ai1ckI1hq/vdZLOAi2c0X7lhrQMHywQcfxGWXXYZFixZZfU5qaipCQ0OxcOFC7NmzZyC3NaPRaCCXy80+Rgod1T8ctKwqGVqV9k3ksOHo8C2x5K6+OFiKtCg/PLIg3qzHptYZsaewERenhGDtHZN7JA9wpnAfD3x6WxpevXqsQx7qBuKXrFqcqpbhHxdUHwryGjmdG5uD5aZNm3Dy5EmsWrXKquNDQ0OxZs0abN68GT///DMSExOxcOFC7N+/3+bGdrdq1Sp4e3ubPiIiIgZ1PXdxpkGB4kYahh0ssYCLJoUGR0tbUG+H3mBhvQIHiwee3J04RnOHFnd9dRz/vCgOL16RbHo/zFuE9PJWZFa2IcRbBH8bhhArWpQo6iPlHdC139bSQ21mZZtV92AYBrdNj8LmB2bi0rGuMTW1JbMGIj4Xyd3KkAWOoGBp0wKfqqoqLF++HDt37oRIZN0TT2JiIhITz493z5gxA1VVVXj77bcxd+5c21rbzcqVK/H444+bXsvl8hERMH3Ejk36PVLUy9VIDOmak1LboQIIBUrXpVDrsWZfCR5fkgghj4vCBgWeWJIAPpcDPte2/oJaZ8ANnx7BxAgffHZ7Wq9zmF8eLMP2vHp8dfcUSEXnf2d/zapFaqR1U1cAEOrtgU9uS8OegkY8+VM2mjs0NrXX3j7ZW4K7Z0Ujf1vXSN6536GRwKaflIyMDDQ2NiItLQ08Hg88Hg/79u3D+++/Dx6PB4PBuj8606dPR1FR0YAafI5QKIRUKjX7GAmkIr7Dq2SMBN2H3ewxB5xXI+v/IOI008/WUrxxSgSevzwZYgHP5kAJAMfKWtGo0GBnfgO25/a+QjQmQIKMijYsW3sMbd2G+7vv3bTF/KQg/PLgTNw0OcJh+YytodLqEdZtfyqPM3K26tvUs1y4cCFycszTq919991ISkrC008/bbZopy+ZmZkIDXXuZLq7EvI4MNKO90FTauxbT7K8xfoaosRcUogXCur7HtYcqABPIVbfNBEz4wZfWYZlWfyaVQMBj4MXr0jB4uTeF+GkRvoAAHJqZHhkUybunR0Dlu1K5q4zGAcUqEf5ivHG9eNx/7w4PLwxEzlOeEALlopQe7b+LcPA7kk9XJlNwdLLywtjx441e08ikcDf39/0/sqVK1FTU4N169YBAFavXo3o6GikpKRAq9Viw4YN2Lx5MzZv3my6hlarRX5+vunfNTU1yMrKgqenJ+Lj4wf1BQ5HUQFi5NaMnAVNjnC6Tm51nU5rVLa61v44d8HlMPjgllQ0yDV48qdTqLPjauLEYC+8cf34QZWFyq2R4aeMatw7OwYqrQE/n6zB9WmjcOu0yD7P8/cUYvwob2RXy3CgqNksvV5ujcymodgLRQdI8MO/ZuDzA6X45ki53SsO9WVSlC9OlLchPsgTc0YH4O+CRtw1K3pAwd/d2P0rrKurQ2Xl+VWBWq0WK1aswPjx4zFnzhwcPHgQ27Ztw7XXXms6pra2FqmpqUhNTUVdXR3efvttpKam4r777rN389yeRm9EoYOewkeS/Do5jpdZX9S3L61KrdPnktyVwcjiyg8Poba9E9uXz8WVE8Lsct07ZkThj+VzBhwod+U3YNG7+3DHl8fx44kqSIQ8VLaqkBDsiScsbEWx5JJeFuZkVFi3yKcvHgIuHl44GuvumTboa9niooRASIQ8vHLVWLxwRQoeXTQa+62s4uLuBp3ubu/evWavv/76a7PXTz31FJ566qk+rxEdHQ2WpaFFa3kKeWhz89pwruDNHYX46f9mDLp36UJ7yN1Sp86ApzZn48/cOqy6djwWJQfjuS05kKv1A77m5ePDBrW5f2d+vWnVebBUCJVWjwVJQViYFASOldfV91LrVW6n7FEGI4voADGevzwZ27JrcbKy3S7X7Y2Qx8HUaD9cnNL1EKDWGfDkT9mYFOmDhWNcZ1+oowz/vvMw88XBMgqUdpJR0YaP95YM+jo0hWwfewqbsOR/+6A3GLHjsbmYFe9v0/kBnkJcOykckyJ9Bt17mz06EDekjcIb143DtkfmQKU1gMthYLDhof73U7UW329VnR82VWr0No9KGIws1DoDjCwLsYCHe2fHYMN903pNHD9YnkIe/r10DA48PR++EoFZO165eiyeuXSMQ+7raiiRuhtpVKjx0Z5iZzdjWHlrRyHEAi5unx4F3gDnXQwULe1Grtbj8R9OYdGYYPzvxon4PbsOb+0o6DffbmqkD764cwr8JALI1Tqrg2WTQoMmhaZHFpr4QE+wLGtKpB7gKYRSo8fTm7Px6tVj4SMWWLqciUKtQ0WLyuLnuq83+PeWHPx2qhYvXJGCO2dG99veTq0BPC7TYwW3WMDD7w/Pxm9ZtfjPb7l2yU88KdIHd82KwcKkILPqKedIhLwe+XOHMwqWbqSsSQmV1r6rOAnw6rbTGD/KG+NH+QxooYK/RAARn0MJ1O1o1+kGZFS04oUrUrB3xXz859dc7MxvsHjsuHBvfHffdHgIugKIVMTH/MSgPq/Psiy2ZNbg5a350BtYZP1nsdnD0oZjFfg+vQp7Choxe3Qgmjs0WHe4HIFnq4305/3dReBwAFj4dc2ubkdteyfCfDzQoTHAyALfHau0Klie+xotEfG5uHFKBMAAz/+SO6Di5lwOg9unR+HOmdGICZDYfP5wRsOwbqTFzunZSBeDkcVtnx8fcGYkDodBsNQ10pINJ20qHR79PgvPbsnBp7el4b2bJ1pMyvHMpUl9BpEL1bZ34u6v0/H4D6fQrtKBy2F6DKWfqVfAYGTxS1YtVvx4Cq//WYBamRr3XxRnNsedUdGKLZnV0F4QmKbG+IPfyx5EIwt8uKcYeoMR02P9AABSDx6qWi33RG111cQwCGx86JOKeHj6kiTsXTEPL16ZQoHSAgqWbiSXNr47TKfOgH+uP4HOAfbcXSm36HCTXt6Ko2UtuGpiOP567CJT+rdofzFevCIZs+Kt20NpNLLYcLQCS/63H3sLz6/gfObSJAh45n8KQ7xFiPIXI9zHA4FeQviI+UgJk2JJcrDZYsSUMG9MjPDtcf7i5GA8d3nvc3nfHavEih9P4cqJYbgoIRAZFW3Y28eq0pr2Tmw4WmHVA93PJ2ug0Fi3OCrUW4R3b5yAQ88swP3z4hDhJ7bqvJGIhmHdSIWdnjyJZVWtnXhlWz5eu2aczecO9/JEzqRQ63Hb58ew87G50BtZvH9LKjIr2zEp0sfqeWaZSoeHNp402+8IdOWIvXlKBIobFWhSaDHjbKafD2+d1Ou1tHojvjhYijtmREEi5FnshclUOqSX9z1vurugETPjAtAgV0Mi5OFUVTtunx5ldgzLslh7oBQbj1ehrFkJAZeDN68fj6tTwy1eM79Wjpd/79qzLhXx8PzlyQiSivD+7qIe87hcDoPv/zkDkf4UIK1BPUt3QutIHO67Y5UDGo4d74D6mOQ8Iwssenc/Lll9AFd8cBBTY/ysDpS5NTLctOZIj0AJAHVyNfaeaUJ8kJcpUF5IqdHjxs+OYNfZOVMBj4OWDg0Ol7RYPL68pQOv/ZGPQ8XNfQ5nivhcnKxsw7zEICjUepzplpzdYGSxJbMaN685itf+KEBZc1eGqAkR3mhRavHuX2d6bLcralDgji+PofNsruMXrkjBDZMjcFFCIL64czLiL1gte9XEMAqUNqBg6UZoiGRo7ClotPmc69MiILZh3owMXEG9AqfrrMtgVdWqws1rjvaaTo9lge+PV/V4X6XV4/lfclHerIREyINUxMer2/KhPDu8+dzlyRbT3TXI1dhX2AwBj4sIX7EpyF1IwONg2yOz8fp143HL1K4CEN1/ft79qxCPfX8Kx7olzhDxOShq7ECDXI17ZkWbzZ0WNypwy9pjpmw+cxMCce2k871PH7EAq2+aCC8Rz3T/xxZZl1yBdKFg6UYWJPW9wo/Yx5eHypBfa1s6QT+JACuXjoz9Zs7mJxEgLtC6PYUf7y1GRz/zd2NCexZhOFUlw6b0SnzwdzEOFDUh2l+M7Y/OtbiFojulRo+KFiX2nWnC8fLeM0Rp9UZ8f7wK6eWtpsVBi7pt7P8po7rHOZ5CHn5/aDaeXToGJU1KNCrUYFkWOdUy3PDpEdN+TSGPg1evGtsj2cbYcG+8cEUKAGBKtC89fNuI5izdyJRoX1w3aRQ2n+z5i0Tsp06mxo68epsrwN82LRJ/n27AnsKRkf7LUW6eEtHV4zvRs8cHANekhvdYUNObU1V9L4rjcxksHNPzIXRqjB9Ov3wJuBwGDMNgzmjr9hMeKW1BUaMClVasL3jnrzOQHuAh+8WLMSHCx1TuimVZi4kuXrgiBRF+Yqh1Bjz2fRbqZJ0IlopQ3Wael/iRhaMtDq+yLIvLx4fit1O1EFn5/SPn0XfMjTAMgxevTIZURM84jrZmfykK6m3rXTIMg+vSRjmoRSOHQqPHE0sSel1hrLRypSfQFQwtmRnnj4cXxOPP5XMwNrznfDOXw4DH5dicCjGzst3qNH0SARePLkoAy7IYFy7FmYauuXKGYTA56nyidR6HAY/DmNLMbT5ZjcpWFXQG1ixQigVcXJQQiH/MibV4P52BRaNcg8yKNrxz4wSbvi5CPUu34yXi4+apkVizv9TZTRnWOnUGrN1fZvMflTmjA5ESJkWejcO4IxXDAHfOiMbB4mbTwqpt2XXQ6Y34300TsezzYz0yJJ2stD6V3RvXj8d3xyrRodHDaGQxOdoPV4wPg7eDiqh7CnlQa61LBrAoORj3zI4B0DXF0n07y1UTw/Hn2XqZMQESXDEhzNSbXtvL7/7KS5NwcUqIxV633mAEl8NAqdXj/+bF4enN2bhzRjSmxdqWUnAko56lG+ovOwmxj7/y61HSZNvKWG8PPt6/JXVQSbxHksRgL1w1MazHCuSd+Q3IrGzHUxcn9jjnTEMHHt2UiR9PVEHWT1LypBApXr5qLN69cSJW35yK26ZHOSRQsiyLnzKq8e2xCsjV1uVuTgo5P8w/PzEIRQ3nvwfzkwJNveKSpg48MC8OALAjrx7lvaTRa1Ro0KiwnGeWwzDgchgkBHshp1qGP3LqrV4kRbpQsHRDEyN8eh1eIvYjV+tx9UeH8EdOnU3nxQV6WvwjT3pqUWrB6yXTzRvbCxDm42Fx1ekvWbV48qdsPPjtSUc30SrNHVo0yLtqcbYptQj1FvWbRaeo21YRhmHw0IJ402IfAZeDCN+uecdgqQg8LgdqnQGfH+h9REki4PX6s8rhMGBZFs//movteV09ViWlzrQJBUs35CHgWr0akAyOQq1Hm8r2NIP/nBuL5QtHO6BFw0dCsCc+uz0ND3yX0esxL/yWh38vHYPZF2TpEfA4uHlKBLQGIzYdr+zlbMc4Xde18b/7PsdALyEenB+PbQ/Pxu8Pz8bhZxbgwNPzcc+sGHgJeRaTVvx1ugFNCo1pe8ms+ADTECrDMLj57JaSxWezBq38OafPRAclTR3Yd6ap1yxU/9tVhO+Onf9eqbQDL4E2ElGwdEOdWgNq2jv7P5DYRW/VI/rCMAweW5yAb++bhjtnRGFcuDd4NDRrJiZAgp15Dahq7f1nuVWpxWf7S7Digp66Vm/EpvQqZFS0IcTBqQbVOgO2ZJ5fgd6u0uGrw2VY8M4+yFQ6bM+tx81rjqCgXo6EEClGB3uBYbryBT+7NAm/PDQLL1+V0uO65zITefAt789tUmggFnDx8ILRONPQgS2ZNX23U29AXq0ci97dh6OlPRMmXDcpHM8uTUJalC8YBlBqqGdpC1rg44Y+2VsMxSAK4xLb1LQN/MFkVnyAKXdpp9aA7Op2nKhow/bceuSM4Fy/EyJ88MrVY3tdrNJdu0qHOgsPhz5iPr6+eyomRvhYfd+nfjqFRxaOxijfvvcYZlS0IdpfDB+xAKv+OI1tOXW4emI4GIZBVasKLAuUNStx/aeHUdTYAQGPY7FHx+NyEBfoiSAvIRKDvVDYoEBCsKdp5evjSxIQLLWcKvGuWTG4YXIEAr2E2J7b+1TAgqQgpEb4YHdBV4ahmvZO7CloxPQLFu+EeIswNcYfkyJ9US9Tw8CyYFl20MXPRwoKlm6mskWFrw6VO7sZI4pEaJ/MPB4CLqbF+mNarD/+76I4vL+7CMWNHThR0YoGuW0FgN1dWVMHNDojmnpZkNKdWmewmBd5UqSvTYES6Jpb3J5bj/vmxMJgZHtdiBUTIMH1nx5GbXsnjGxXr+ycvNrzDzlFZxcm3Ts7BqmRvj2uc46XiI9/zo3Fv3/JwQPz4vHo91kAgIoWJTR6Y4/6lAAQ7uMBoCv1XYtSCw8+15TK7pwnliTg60Pl+Pts1ik+l8E9s2Pw5BLznrhaZ8CMVbt7FI4vbVLiscWUyccaFCzdiFpnwKvb8q2uKEDsgwEDrd5o9UZ4a3A5jOmPlNHIYt+ZJrz/dxEyK9vtdg9XJlfr8ej3WXjnhgnYfbrR9DM9OcoXjy9OQL1cjdW7ilDZqoJKa0BHt5EUPrcrScDTlyTZfN+LEgKx63QDUsK8cbpObtq6cSE/iQDXTAzHhmMVeP3a8Zh/NnuW0ciipOl8CjsvUVcqvEcWdM1PlzZ14GBxM6QiPq5ODcf23HoEegmQFuWHa1LDcaKiFbWy873k307V4p5ZlttwDpfD4NFFCbhvTix+OlGFT/aVoEGuQdjZRUQtSi2EPA7umhWNJxYnWvw5Vaj1Z/eNdqX4O6esWYmWDg2kHvx+a7mO9F4ow16YjddNyeVyeHt7QyaTQSq1LfOKOzAaWVz98SFkV4/coTtnuHlKBF69eqzVSbsHw2hkse5IOf77x2noDO79aykV8bAgKQjp5W19zq//5/Jk+HsKsHxTFoCufZe/PDALEyJ88NupWugNRsyMC4BYyMXmjGpIRXxMjfHrkapNrTNAwOWc7aX1nkxArTPg4tX7sfPRuRD2Mld4TnZ1O6L8JaZiz2qdAW9sL8C3xypNq1aDpUJ8cMskTI3xw9HSFry/u8g0X3hk5UKUNnWgslWFm6ZEAuhK6r4pvRIbjnYttIn2F2Pvk/P7+W52MRhZcBiguLEDL2/Nx5NLEnG4pAXlLUo8snA0ws72RLs7F+BYlkWTQoO3dhRiS2YN9N32rvI4DAK9hPjP5cm4dFyo2fkKtQ7bsutwsLgZhfUKXDkhDA8Po4VrtsQNCpZuwGhksf5oBV74Lc/ZTRlRbpkagf9ePQ6cIV6Yc6y0BfetO+HW89L3z4vDY4sSMP/tvX0GSw4DrL93GoQ8DvYXNSPQU4B5iUEW85aqtHqIBeaDYc0dGvx8shof7C4GC4DHZbBiSSJuu6DUVXd/5TdY3I7Sl6pWFbZm12JHXgOMLIsGuRrNHVr8+uAsUwagFT+ewvGyFlS2doJhgL8em4vlm7IQEyAxlfwqrFfgkvf2m3p3cxMCse6eqb3et6a9Ey/8modjZS1QqPW4ZWokVl07DhkVbWjt0CC9og2PL07oMYyr0uqx4sdT+Cu/AfFBXnjqkkTT/uz08lbc8OkRs+MDvYQQcDkI8xEh3McD/p5CnK6T42RlG9Q68yQLvz7Y9TAzHNgSN2gY1g28vDUfXx8ud3YzRpQrJ4Q5JVACwLRYf3z/zxm448vjpuTY7mbDkQpMjfHD7w/PxvWfHEbp2e0RM2L9UdGiRK2sa0+ikQXu/SYdjy5KwPhwbySHSWEwsvjtVC2aFRpwGGB7Xj0qWlRo7tAgOcwb8YGeYFkWcrUeJyvb0Ko039rTX6KCRWOCYDSyyK2VYfwoH6u+ngg/Ma6cGI7TdQqMCfXC7tON8OBzzYY0Lx0bDLXOgNhAT9x/URziAj3xz7mxGHc2mBY3duCmNUfMznmij/nC2vZOPPFDFkK8PTBhlA/qZJ3YmVePl65MQVqUL6paVViUHNyjF63RG3Dv1ydw5GwPt6SxA83d5oa7lwI7R9apg1ZvRE17J9LRd4akdUcq8M4wCZa2oGDpBspbLJf5IY4xLcYPb90w3imB8pzkMCm+/9d0XP/J4R6LMtyBQqPH3V+l44nFCVhzx2Q89N1J+IoF+Pa+aVBo9Fh/pBwf/F0Mjd4Itc6I1/8sANBVhgpAj97MOaeq2nGqqr3Pe8f2UUMS6ArQCrXO4qKavoR5i7B80WjszKvHiosTEe7jgVG+54c+F44JwcIxIWbnXDXx/MKgqlYV2rv9Xz67NKnPOqgtHRqkl7eBx2kHj8Ngepw/xoZ7o1WpRYi3yGLv22hk8ezPuaZACQBag9FsiPaH9J4J6s8NK1tja3Ytnr98DHzEAqvPGQ5on6Ub4I7gSfWhNjs+AJ/dngYhz/m1KeMCPbH2jslunTrvnb/O4LU/TmPTP6fjrRvGQ2swYmt2LaIDJPjq7ik9kqWrdcZeA6W1/jrd0Ofns6vb4SMWICHYy/TegaIm3LzmCL45XI59Z5pQ3KjoEUAYhkFcoCfunxeP6bH+iPAT27Tg5cKH3hvSIpBe3oYHvs2wuCrYQ8DF3NEBSAj2QkKIF07XyjEuXNrnvtIP/i62WJVoUreVutYmeu+NRm/EkV4KXw9n1LN0A+48d+VO5icG4lMXCZTnTI72w42TI7BxiLPU2NPfBY14eWs+3rlhAlbvKsJ7u4sAALdMjcR3/5iGS1YfgMaGnk1/sqrae125aTSyKG7sMNvm0dKhwQPfnoRCrcfR0vM1KMeP8sZLV6b0uSXEWizL4lDx+QAT7S+Gr0SAIyUt+COnHvsKm7D65lSzudT4IC98dfdU0/l6I9vvilWDsef3MSnEy7RCNrOyrdeC1LZ4anM2UsK8LZYCG66oZ+niDEYWZxotV3kn9pMU4oUPb53kUoHynHtmRQPoKunkrn4+WYMvDpZhQVKQKZPRxuOVOFraint72b4xUKVNyl4LPjd3aEyrW89RaQ0Wy35lV8vw0HeZUOsGn+kmp0aGvYWNptd3zIgGAPh7dg1lKrUG7Dibs9UShmEsBkqdwYjnf8k1Da1amjp46pJE0+iE3lKhzAFQqPV49PtMyNxwimCgKFi6uA61nnqWDuYr5mPtHZMhEbrmQMvoYC98cedkzLwgP6qr6m1k8rU/TsNTxMMHt6Sa5ibf2F6AqyeGw9PO3/vehhqDpCKkXFC/MsJPjMd7WWhT096Jn0/2nWauP3qDEY1yDVIjfSA828ObGOkDoGtrUkJwV55nsY0PQ7JOHf5vfQayqtpxw+RR+GhPMT7dV2J2zNJxIWbVTc4le7eHk5Xt+NeGE3a7nqujYOni/sit61HPj9jXNamjLC6WcCWjg7wQ6i3Ctd0yybiqK8aHYd09UxEiNZ9bM7LAAxtOgmEYfHP3VAh5HLSrdFhzoBR3n+0928uffVSKsdQb+sfcWIwN77l1YF5iIG6aEmHTvdmzaeT0BiMOlzRj9a4i5NXKkV7eZtoHOjqoK0DyuBysvHQMAGBqjJ/F6xmNrClpu9HIQqHW4YcTVbjpsyNo7tDg42WT8HdBI97aUWia771pcgQuHx+Kf82Nww2fHjGdP9jAf6Gjpa2obrM9d7I7cs1HaQKg6xfjp4yek/XEfu6ZFYNnl9qeCWaoRfqLce2kUbjuk8PObkq/tufW48UrUzBulDfq8817MoUNCjzwbQa+vGsKHl2UgDe2F+DPnDqsunacXdvQ13BjcljPoCjkcbH6ponYfboRebVyeHvwce2kcJvnK7dm1+LVracR4i0CC6CgTg6N3mi2SOuWqZHwEp0fCp6fFITv/jENU6PNg+X23Dp8vLcERQ0d4HEYqPUG6Aws+FwGOgMLHzEf+5+aj2Olrbh/w/nKLf+cG4uVlyaBYRj8a/0J1LR34nSdAslhUovbRgbLwjTpsETB0oVVt3Uio8L6qvDENo8siMfjS9yn7uSJ8laIeBxcOTEMv2XVumw9Qq3BiL/y67G7l1WpRhZ44NuT+O3BWfjfX2cQ6CXsd+GKrWoHUJUnPsgL8UFe/R94VnGjAv/ddhoiPhdv3zABp+vkeOi7TABA/QXDnedGh+KDPPHcZck9rjUzznyI/ZfMGjz2QxYspYw5l93p0rEhyKxsx/9tyDAbfYoLlIBhGPx8shq7T3fNk+bUtCM+yBMPzo/HpuOVOGWnTGAcBg6v+uIqKFi6sIHUUSTWWTYt0q0SSDfK1Rg/ygfbH52LHXn1Lp+js02lw7m/3wIeB3NHB2DX6fMLXFRaAz7YU4z1904FwzAQC+wbLPNq5Xa9XncGI4sXf8vDlswa00KiAE8hlk2PxKOLRuNISQs6NHoEeAoh4nPAYRi0KLUob1Zi0ZjgfrcCydU6TIzwAZdhoO8jwVpqpC9ya2Q9pmle+j0ff+U3Yle3h5Vnt+Ti5d/zodQaemzXGYxgqciuOZNdGQVLF9Zf/ToyMAuSgvDKVWNdPuB016LUorBBgZd+z3NoILAXg5HF1Bg/1LZ3Yly4t8WVnr9m1UIs4GLVteNxzEL9xcE4XSeHzmDss8fartIOaGO9Rm9AsFQIBl15VfVn01GWNSvx/i2peHSR5YewrrnMvq9d1KDAZe8fxNJxIXhiSSLe3FHQ6zkdaj3alD0fqFVag1mgBLr+P86NRNTJ7LPIx0vEG1FF6EfGI4EbYlnWVHaH2I8Hn4vHFiU4NTvPQET4ifHzyWq3CJQA8GtWDTbcOw3/mBOLP3Pr0dsUYmZlO/QGo6nUlb2otAYcLGru9fN/5NRh6n9344oPDiLfxu+pWMDDQwtGY9sjc/Ds0jGm94+XteKDv4t6PY9hmF5/7s4tBsqsbIfeaMQvWbW4bXpkn+14/c8CfHmozKa220uwVIglySE9hpuHMwqWLqpOpkalhRp+ZOB8xXxs/Od0i6seXd0Lv+b1KN/lKeQhLWrwG+YdITXCFz+cqMKCpCAEePYsbuzB5+KFK5Lx60OzwONyzPK5xgVKEOB5vseXEOxp2mpiiwtrP56zZn8JHv0+C1qDETk1Mrw4wAIFkf5i3DY9Cr7is4t1GNi8T9d49iliW04dntuSiw/2FOGZS5MwYZQ37t9wss+eqNZg7PUhxBEkAi4mRfpgfmIgEkOk2F3QgMpW1YhZrU/DsC4qq5/8l8Q2nkIevr1vusWVkL2Rq3UobVLaXGDYEeYmBKC6TYVjZa3gchhcNTEMz12WjAe+zej/ZCf4/kQVvj9RhZeuTMHHyybhyZ9OIVgqQmmTEtH+Ytw9KwYz4/xxpr4DY0K9IO/UgcdhsCApCIvGBGN0sCcOFDUjLcoXU2P8kF7Wils/P2ZTGyylkMutkeG1PwrM3jte3orMyrYBZeoR8Dj46u6pWL4pE0aWtSmo6wxGbMmswaf7SlDarUbm+7uLER/kiYPFvfeMh1JcoAQPzo/H5ePDzOYnjUYWSq0e7jVGM3AULF3U76dqnd2EYcNTyMPr142zeWHDb1m12J5bjw33TXNQy8yxLIv9Rc14b9cZVLd1YnSwJ5aOC0WUnwTjR/lgbLg3jEYWQh4Xkf5iHC5pNkvP5kheQh6EfC60eoNNuUVf+C0Pt0yNwGvXjIOHgItQbxEqW1T4/GAZHtmUCYORRVygBL8+NBsPLYg321LRPXjNjA9AlL8YFS3Wj7bszK/HnTOjzd5be6DU4rHHy1oHnNZuYoQP9j05H2qdwZSdqD+Hipvx2f5S7D/T1ONzHRr9kDwsh0hFGB3siRCpCG0qHXJq2tEgN3/AuDglGO/fkmqxx8zhMGb/X8MdBUsXRUWe7SPAU4B190yzqUd5TpNCM2TJCqpaVbj763QUd5u7a1RozPKJjgmV4vVrxyH+7Ib2UG8PLEkOxs78Blw2PhR5NTKU2xBM+uMp5GHz/TPBMF2LOQI9hVDpDFDrDJB36qHRG1Dc2IEGuRqyTh2q2zpxuk6OJoUGUf4SjAn1Ap/LQXOHBp/tL0VWZZvFQKvRGyERcPtdcOUnEdgULA8Vt+BkZZtZEvELy3mdMznackIAW/RVxcRoZMHhMNDoDVi9qwhfHCiD1mD/DYocBkgKkSLMR4S0KD+Eeosg4nMhEXLhKeQhwFMILoeBRMCDt7hnoCtuVGBHXgO0eiNGB3tifmKQS6aAdAYKli7oZGUbGhUjZ+LcUcJ9PPDZ7WkDCpQAcMeMqCGr+PHMz9lmgdKS03VyXPXRIcQGSHB1ajgWjQnGyqVjsCApCPVyNbZl9561ZiA6NHpcvHq/6XVyqBSLk4OxJCUYyaFSMAyDlLCeJaY0egNYtmfw0BmM2JFXj03Hq3C0tAVLUoIh5HFR3NiBkial6SGgN48vTsDtXxy36WvIrmo3C5ZxgV3Du92lRvpg0tn0c/Yk69Thr/wG7Myrx8HiZlw3aRQOFjfbJZH5OVwOgwmjvJEUKkVqhA+WpIT0yH1rC1v3mo4kFCxd0M8nq00bj8nAzE8MxEfLJkEwiM3u/hYWpjiCwcgit8b6FZmlzUq8+9cZvPvXGTBMV1mxE+WOT16RXydHfp0c7+0uQpCXEP5n9xGKeFx4CLjgcRjweRz85/JkBEt7DnnzuRxcPj4Ml48PQ1mzElsya1DdpkJyaFdmmf6C5RQbe3/hPh64ear5itIL869Oi/HD69eNd8g2on98cwLHy88Pk68/WjHga/E4DCL9xYgN8MT4Ud4YP8obo4O94MHnwk8ysupKOgsFSxfTqTVgcwbtrxyMaTF++OS2NJuL+zoLl8NgTKjXgOYfWRY9ekpDoVGhQaOFBTQAcN2kcIvBsruYAEmvyct7c+Fq4P6suDihx8/A5ePDsPZAKaQiPt65cQLmJQbZdM2+aPVGpJe3YmdePf4ubERVq+1ZhM6ZMMobod4emBztiynRfkgI9oKHG1edGQ4oWLqY745X9rrknfRv0ZggfHjrJLcJlOfEBXoO2WIdRyttUmKBA9LtHizuuRimN8mhUlw1oWfS+eQwKU48txhSEa/f3qTOYMTewiZkVbXBTyLERQmBplRy52w4WoHs6na0KrU4UtJiUwpCEZ+DOaMDEeknhqeQhxBvESJ8xZgc7et2P78jAQVLF8KyLL45XO7sZritOaMD8PGyNLdMv7ViSSIMRhaZle0odECy66FU1GDfBAPnLEgKxkd7Svo8JtpfjDtnRuPy8WG9JgDob06PZVlsy6nDq1tPm226fwWAv0QAPpcDFiwMRhatSq1Nex29PfhYkhyM+UlBmJsQaPfSZMRx6H/KheTVyikRwQCFeYvw4a2T3DJQAoCvRIDXrxsPAKiTdeLHE9VYd6QczR2ukx+YYbqSdycEeyGjog01bZ3QG7uCRpBUiNwaGXQGFi1Ky8Ozg5UW5YuYAAnKmpWI9OvqgflLBBDyuIjyF2PcKG+z2o0DUd6sxPO/5vY6tN3Sy2ravkT5i3H9pFGYnxSEMaHSIVs0RuyLgqULqaJAOSBpUb748q4p8BomT+mh3h54ZOFoXJc2Cvd+nY6Cevv1NPlcBoGeQsQFecJfIoBYyIOnkAdfsQAMA0T4isHldC1uqmpVQcDjwE8iQFxg1/G8XhZMsWxX0Ozt8/by2jXjEOHngVG+9t3So9YZ8Om+Eny8twRa/eC3dET4eWDRmGBcNTEc48O93S69IulpePx1GSY0dvglHUlEfA7euG48JkX6Dmq5vKsK9/HAnNEBUOu66hjWyTp7DPlJBFwEegnhIxbA24MPP4kAHIaBWMBFiLcInVoDpB48RPqJkRrpCw8BF0Iex6q9c7asPmUYBjyu4wPCjDh/u1/zQFETnv8ld9B7VKfG+OHa1HAsSApCUD8LnIj7oWDpQvrbZ0fM/XvpGFw1secijuHk8cWJ+PfZ+ocqrR4KtR5avRF6IwtfMd/0kHBu0UlLh8a05cVgZMEA1KvpRZNCg1e25uO3QWbLmp8YiAfnx9slsQFxXRQsXciPGVXOboLbmJsQiNumRw3JvbZl12FMqBdinVCOqPt2AbGAB7Gg71/Z7j1smhuzTKs3Yt2Rcry3uwgKG1L3decr5uPKCWG4YXIExob3TMxAhh8Kli5ib2Fjj7yMpKcgLyEWJAXh0UUJQ1aPcnZ8AORqXf8HugBHzxm6M5Zl8Vd+A1774/SAh1xnxPpj2fRILE4OpjRwIwwFSwfR6A3Ir5XjtT9OIzbAE4FeQsyI88fMOH/IOnUQ8bkQ8bnQGYx4e0chfqZCz/1iGGDdvVMHveLRVt5ivsU8msR95NfK8eq2fBwusb3ItKeQh+vTRuGOGVFOGV0groGCpYO8s/MM1uzvqnCQfjYV2Ud7ixHpJ0Z8oCfGhEoh9eDh+/QqlDTZL1fkcHbnjOghD5TEvTUpNHj3r0JsSq/qszakJQnBnrhrZgwunxAK6QiqrkEso2BpRyqtHrXtndDqWXxxsGcFc5YFKlpUqGhRYXdBoxNa6J4kAi6uTg3HA/PinN0U4mStSi3e3F4AiZCHpeNC4C8R4kRFG1iWxdhwb5yoaIPRyMJHzEdOtQwbj1falFXHV8zHFRPCcMeMKEooTsxQsLSjf63PwNHSFvC5nBFTPXwovHvTRFycEuLsZhAH0RmM4Fsx19rSocGVHx5CTXtXztXuD6QMA5t7jt2NDvLEbdOjcOPkCMrBSiyiYGknrUotmju00BlY6AyU29VeYgIkWJIc7OxmEAdQ6wzIrGzHsbIWTI3xw8y4gD6P33260RQoL2RroPTgczF+lDd8xHxckxqOi1NChmzBGHFPFCztoEGuxtL3DgwoFRbp3Y2TR+G+ObH0R2yYYVkWO/Lq8Z9f80yVS4KlQjy6KAG3XFBSCwDaVVq8svU0Np+sHvS9Z8X749KxobhkbAgCPIVgWZZ+vohVKFgOkFKjh0TIQ3GjAnd+mU6B0k5G+XpgarQfMqva8fJVY6n6gpvLrZHhVHU7jMauoFRQL8fR0tYeCTga5Br8e0sOihs7kBImxaHiFsyM80eHRo8P/i4aVI7c5FApZsb549ZpkYgN9DQLkBQoibUoWA7ATxnVeHN7AWbFB2Bbdh20BkpTZw/BUiG+/9cMhHmLUNaspEDpxrR6I975qxCf7Su1+hwjaz4POZiepJeQhxunROCWqRGID/KiAEkGjYKljX4/VYsVP54CAGyhvZF2w+MwWHP7ZIT7eAAA7WdzY6VNHbh/w8khLzXGYYA5owMxZ3QAbpoSAa9u2z0oQJLBomBpA4Vah5e35ju7GcPSvXNiMCHCx9nNIIPQNRfZgCd/PAWFZmBp5GzlwedizugALEgKwtWp4TQaQRyGgqUNcqplaOmglHT2FuotwiMLRju7GWQAGuVqrPqzABkVbVBpDWgegt8PLyEPV04Mw8y4AFycEkwp/siQoGBpg5nxAbh7VozFhAMjXYhUhBlx/tAbWewtaOyzZyHgcXDlhDCEeouQEiaFr1gAyTCpRTmSFDcqcONnR9Fq58VtPA6DseHeEAu4ONOgQGqkL3QGI9IifbFgTBASg70oQJIhR3+hbHTL1EgKlt2M8vXAM5cmYU58oCl/qlytw5M/nsKOvAaL57x69VjcODliKJtJHOCl3/PtGignRPjg1qkRuCQl1PSzRFs7iKugYGmjIKnQ2U1wGT5iPp5dOgYLkoLMMrBIRXy8e+NELHxnH+rlagBdhZr/fVkyQqUiLBwT5KwmEztpU2pxoKh50NdhGGBhUjDunhWNmXH+PQIjBUriKihY2kgq4mPRmCDsOj2yc7tyGODZS8dgZpw/hDxOjz9qEiEPDy6Ix/O/5IJhgPduTqWUdcNIdZvlTDrW8hTycMPkUbhrZjSi/CV2ahUhjkPB0kayTh3kAywYO5y8c+MEXJwS0mcx4vFni+I+ND+eAuUw4yEY2JxhoJcQd86Iwp0zo822dhDi6gY1S75q1SowDINHH32012P27t0LhmF6fBQUFJgdt3nzZiQnJ0MoFCI5ORlbtmwZTNMcxtuDj1evHgsRf2QvMGhV6voMlABwvKwVqZE+WL6QVroONx0a2/Ifp0b64M3rx+Pg0/Px0ILRFCiJ2xlwzzI9PR1r1qzB+PHjrTq+sLAQUun5WoSBgYGmfx85cgQ33XQTXnnlFVxzzTXYsmULbrzxRhw8eBDTpk0baBMdJiHYCw/Nj8fbO884uylOw+f2PpekMxhxtLQFH/xdhJ8fmEUrF4chWaeu32O8hDxcMykct0yNxJhQqkNK3NuAgmVHRweWLVuGtWvX4tVXX7XqnKCgIPj4+Fj83OrVq7F48WKsXLkSALBy5Urs27cPq1evxsaNGwfSRIdLDhvZv/zBUpHF93UGI/afacKD353EPbNiEB9EmXiGo7peqn8AgL9EgPvnxeGWqZG0JYgMGwN65H/wwQdx2WWXYdGiRVafk5qaitDQUCxcuBB79uwx+9yRI0ewZMkSs/cuvvhiHD58uNfraTQayOVys4+h1N8Q5HAV4CnExn9MR2xAz0UZ53qUD32XiRCpCI/Q8OuwVdmq6vHe2HApVl07DoeeWYD75sRSoCTDis0/zZs2bcLJkyeRnp5u1fGhoaFYs2YN0tLSoNFosH79eixcuBB79+7F3LlzAQD19fUIDjavWRgcHIz6+vper7tq1Sq89NJLtjbfbuJGWO7SIC8hrkkNx9Jxoaa0dI0KNQI9haaVsFlV7Xhgw0l06gxYde14Sj02jFWdXQ3r7cHHzVMicOXEMKSEeTu5VYQ4jk3BsqqqCsuXL8fOnTshElkehrtQYmIiEhMTTa9nzJiBqqoqvP3226ZgCfTcT9XfZuSVK1fi8ccfN72Wy+WIiBi6je5/5NQN2b2c7dZpkXjusjE9etNL3zsAjc4IqQcffC6DilYVWBa4ZWoEZsT5O6m1ZCho9Qb8a24sHlwQDykt1iEjgE3BMiMjA42NjUhLSzO9ZzAYsH//fnz44YfQaDTgcvvvTUyfPh0bNmwwvQ4JCenRi2xsbOzR2+xOKBRCKHROggCWZfH7qVqn3HsocRhgcXIwnrk0yeKwc6i3B3JqZGap7ZJCvPDcZclD2UziBP+9ZhwCPClBBxk5bJqzXLhwIXJycpCVlWX6mDx5MpYtW4asrCyrAiUAZGZmIjQ01PR6xowZ+Ouvv8yO2blzJ2bOnGlL84ZMnUyNExVtzm6GQwV6CbH5/pn47PbJvfYcbpxi3pP3FfOx9o7JNFc1AlCgJCONTX/VvLy8MHbsWLP3JBIJ/P39Te+vXLkSNTU1WLduHYCula7R0dFISUmBVqvFhg0bsHnzZmzevNl0jeXLl2Pu3Ll44403cNVVV+HXX3/Frl27cPDgwcF+fQ6RXt7q7CY4VGKwFz6+bVK/87LzEs5v//ER8/H5nZMR4Sd2dPMIIWTI2b0LUFdXh8rKStNrrVaLFStWoKamBh4eHkhJScG2bduwdOlS0zEzZ87Epk2b8Nxzz+H5559HXFwcvv/+e5fcYwkM3/lKAY+Da1PDsXLpGHh79D8P5S3mY+m4EJQ2KfHZ7WmUtowQMmwxLMuyzm6EPcjlcnh7e0Mmk5klP3CEA0VNuP2L4w69x1DhcRj4SgRIDPbCC1ckY3Swl83XoMoQhBB3ZEvcoMmlAbCm1+UOlo4LwaOLEjA6yHNQwY4CJSFkuKNgOQD2LnY71MK8RXj7hgmYGR/g7KYQQohboKSdAzAvMQiHn1mA0W6Uyi010gfjwr1x1cQw/LF8DgVKQgixAfUsbXRufu7vgka0qfpPJu1sAi4Hz10+BrdNiwIAcDg0ZEoIIbaiYGkFncEIHodBUWMH7v0mHVIRH3m1Q5uL1hpeQh4WJwejolWFjIo2BHgK8dVdUzBuFKUhI4SQwaBg2Q+dwYgzDQoEeArx7M85qGrtBDC4KvH2JuJz8MTiRFyfNgq+EgHUOgO+PVaJaTF+GBtOgZIQQgaLgmU/9hQ04pmfc9Ch1kNrMDq7OT1IRTysv3eaKbk5AIj4XNw7O8Z5jSKEkGGGgmUfNhytwH9+zYXRRXeievC5+PqeqWaBkhBCiP3RatheyDp1+DGj2mUDpYjPwevXjcOkSF9nN4UQQoY96ln24kBRE05VtTu7Gb166/oJuGJCmLObQQghIwIFSwsMRhZn6hVDfl9/iQBpUb4I8RZhbJg34oI88UtmDdYfrTA77pEF8RQoCSFkCFGwtCC9vBVrDpQO2f14HAbPXTYGt02PAo9rPjJe296J37Nr0X52T+ctUyPw2OKEIWsbIYQQCpY9tCm1uO3zY9AP4WTliosTcefMaIs5Vq+YEIaUMClu/+I4YgIkeP7yZMrFSgghQ4yC5QU8BNwhDZSTIn1wz6yYPgNgbKAnDj2zYMjaRAghxBythr2ArHPoUtiN8vXAB7dOgoBH/w2EEOLKqGd5AeMQlPdkGOCVq8bi+rRREPG5Dr8fIYSQwaEuzQVCvT2QFGJ7AWRb/HNOLG6bHkWBkhBC3AQFSwuWTY+y+zUZBvAV87FsWiRWXJxo9+sTQghxHBqGtWBBUhCet/EcLyEPt0yLxKz4AMQGSMDhMPgjuw7eHnzMSwqEVMSHkMehlayEEOKGKFhaEO7jgVXXjsPLv+ejU2fo89irJ4bh3tmxSAr1Av+CPZL/mBvryGYSQggZIhQse3HL1EgcK23BL1m1Fj/P5TB47ZqxuHFyBPUWCSFkmKNg2YcVFydi75kmtKt0CPMW4d45seBxGKh1BkQHSHBxSoizm0gIIWQIULDswyhfMX5/aDZ25NXjyolhCPISObtJhBBCnICCZT8i/MS4bw7NPRJCyEhGW0cIIYSQflCwJIQQQvpBwZIQQgjpBwVLQgghpB8ULAkhhJB+ULAkhBBC+kHBkhBCCOkHBUtCCCGkHxQsCSGEkH5QsCSEEEL6QcGSEEII6QcFS0IIIaQfFCwJ+f/27j8m6vqPA/jzIDhPOm4qg+MDiuLazM6IdBVmkbVlidbWVklKONYfbpLSH0UbbTj7IX+01l/Zaq2t6IdrkCtn8qM5nOOC5lGdttQmgfIjWt3BNZMD7tkffv3ohx8e3wZy4vOx3R9+3k+8zz137HUf+Hz4iIhEoWEpIiISxay5RRdJAMDAwMAM74mIiFwPLs2LS/PjambNsAyFQgCAhQsXzvCeiIjI9SQUCsHlcl01Y+NkRup1IBKJoLu7G06nEzabbaZ3Z9oMDAxg4cKFOHv2LJKTk2d6d2Kaupo8dTU56mnyroeuSCIUCsEwDMTFXf23krPmyDIuLg6ZmZkzvRvXTHJycsy+AWONupo8dTU56mnyYr2raEeUl+gEHxERkSg0LEVERKLQsLzO2O12VFZWwm63z/SuxDx1NXnqanLU0+TNtq5mzQk+IiIi00VHliIiIlFoWIqIiEShYSkiIhKFhqWIiEgUGpbXQFdXF7Zs2YIFCxZg7ty5uOOOO3Ds2DFznSR27doFwzDgcDjwwAMP4MSJE5b/Y3BwEM8//zxSUlKQlJSExx57DOfOnbNkAoEAioqK4HK54HK5UFRUhGAwaMl0dnZi48aNSEpKQkpKCnbs2IFwODxtr/3/sXjxYthstjGP7du3A1BPlwwPD+OVV17BkiVL4HA4kJ2djd27dyMSiZgZdXVZKBRCWVkZsrKy4HA4sHr1anz//ffm+o3a1ZEjR7Bx40YYhgGbzYb9+/db1mOtF7/fj/z8fDgcDmRkZGD37t2T+puuU4Yyrf766y9mZWVx69atbGlpYXt7OxsbG/nrr7+amaqqKjqdTtbU1NDv9/Ppp59meno6BwYGzMy2bduYkZHBhoYG+nw+rl27ljk5ORweHjYzjzzyCD0eD5ubm9nc3EyPx8MNGzaY68PDw/R4PFy7di19Ph8bGhpoGAZLS0uvTRlR9PX1saenx3w0NDQQAA8fPkxSPV3y2muvccGCBTxw4ADb29v5xRdf8Oabb+bbb79tZtTVZU899RSXL1/OpqYmnj59mpWVlUxOTua5c+dI3rhdHTx4kBUVFaypqSEAfvnll5b1WOqlv7+faWlp3LRpE/1+P2tqauh0Ovnmm29OX0GjaFhOs/Lycq5Zs2bC9UgkQrfbzaqqKnPbhQsX6HK5+O6775Ikg8EgExIS+Pnnn5uZrq4uxsXF8dChQyTJn3/+mQD43XffmRmv10sA/OWXX0he/OaIi4tjV1eXmfnss89ot9vZ398/NS94Cu3cuZNLly5lJBJRT1coKChgSUmJZdsTTzzBLVu2kNR76krnz59nfHw8Dxw4YNmek5PDiooKdfU/o4dlrPXyzjvv0OVy8cKFC2Zmz549NAyDkUhkCpuYmH4MO82++uorrFq1Ck8++SRSU1ORm5uL999/31xvb29Hb28vHn74YXOb3W5Hfn4+mpubAQDHjh3D0NCQJWMYBjwej5nxer1wuVy4++67zcw999wDl8tlyXg8HhiGYWbWrVuHwcFBy4+FY0E4HEZ1dTVKSkpgs9nU0xXWrFmDb7/9FqdOnQIA/Pjjjzh69CjWr18PQO+pKw0PD2NkZARz5syxbHc4HDh69Ki6mkCs9eL1epGfn2/5Awfr1q1Dd3c3fvvtt6kvYBwaltPszJkz2Lt3L2655RbU1dVh27Zt2LFjBz766CMAQG9vLwAgLS3N8nVpaWnmWm9vLxITEzFv3ryrZlJTU8c8f2pqqiUz+nnmzZuHxMREMxMr9u/fj2AwiK1btwJQT1cqLy9HYWEhli1bhoSEBOTm5qKsrAyFhYUA1NWVnE4n8vLy8Oqrr6K7uxsjIyOorq5GS0sLenp61NUEYq2X8TKX/n2tups1dx2JVZFIBKtWrcIbb7wBAMjNzcWJEyewd+9ePPvss2Zu9G3FSEa91djozHj5/5KJBR988AEeffRRy6dNQD0BwL59+1BdXY1PP/0Ut912G3744QeUlZXBMAwUFxebOXV10ccff4ySkhJkZGQgPj4ed955J5555hn4fD4zo67GF0u9jLcvE33tdNCR5TRLT0/H8uXLLdtuvfVWdHZ2AgDcbjeAsZ+O+vr6zE9Obrcb4XAYgUDgqpnff/99zPP/8ccflszo5wkEAhgaGhrzqW0mdXR0oLGxEc8995y5TT1d9uKLL+Lll1/Gpk2bsGLFChQVFeGFF17Anj17AKir0ZYuXYqmpib8/fffOHv2LFpbWzE0NIQlS5aoqwnEWi/jZfr6+gCMPfqdLhqW0+zee+/FyZMnLdtOnTqFrKwsADC/YRsaGsz1cDiMpqYmrF69GgCwcuVKJCQkWDI9PT04fvy4mcnLy0N/fz9aW1vNTEtLC/r7+y2Z48ePo6enx8zU19fDbrdj5cqVU/zK/7sPP/wQqampKCgoMLepp8vOnz8/5ka18fHx5qUj6mp8SUlJSE9PRyAQQF1dHR5//HF1NYFY6yUvLw9HjhyxXE5SX18PwzCwePHiqS9gPNfkNKIbWGtrK2+66Sa+/vrrPH36ND/55BPOnTuX1dXVZqaqqooul4u1tbX0+/0sLCwc9xTtzMxMNjY20ufz8cEHHxz3FO3bb7+dXq+XXq+XK1asGPcU7Yceeog+n4+NjY3MzMyMqdP8R0ZGuGjRIpaXl49ZU08XFRcXMyMjw7x0pLa2likpKXzppZfMjLq67NChQ/zmm2945swZ1tfXMycnh3fddRfD4TDJG7erUCjEtrY2trW1EQDfeusttrW1saOjg2Rs9RIMBpmWlsbCwkL6/X7W1tYyOTlZl47MNl9//TU9Hg/tdjuXLVvG9957z7IeiURYWVlJt9tNu93O+++/n36/35L5559/WFpayvnz59PhcHDDhg3s7Oy0ZP78809u3ryZTqeTTqeTmzdvZiAQsGQ6OjpYUFBAh8PB+fPns7S01HI69kyrq6sjAJ48eXLMmnq6aGBggDt37uSiRYs4Z84cZmdns6KigoODg2ZGXV22b98+ZmdnMzExkW63m9u3b2cwGDTXb9SuDh8+TABjHsXFxSRjr5effvqJ9913H+12O91uN3ft2nXNLhshSd2iS0REJAr9zlJERCQKDUsREZEoNCxFRESi0LAUERGJQsNSREQkCg1LERGRKDQsRUREotCwFBERiULDUkREJAoNSxERkSg0LEVERKLQsBQREYniXxJykhOyDVT2AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = nybb.plot()\n",
    "\n",
    "# Now adding an inset axis\n",
    "iax = inset_locator.inset_axes(ax, width=1, height=1, loc=\"upper left\", borderpad=1, axes_kwargs={\"xticks\":[], \"yticks\":[]})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Marking an Indicator\n",
    "Unique to the `mpl_toolkits.axes_grid1` approach, the `mark_inset()` function can be used to connect the inset axes to the parent axes, in the case that the inset axes is displaying a zoomed-in section of the parent axes. See [this documentation](https://matplotlib.org/stable/api/_as_gen/mpl_toolkits.axes_grid1.inset_locator.mark_inset.html) for more details.\n",
    "\n",
    "**Important:** For this function to work, both the inset and parent axes **must** be using the same coordinate system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = nybb.plot()\n",
    "\n",
    "# Now adding an inset axis\n",
    "iax = inset_locator.inset_axes(ax, width=1, height=1, loc=\"upper left\", borderpad=1, axes_kwargs={\"xticks\":[], \"yticks\":[]})\n",
    "# Zooming into the neighborhood of Coney Island\n",
    "nyc = gpd.read_file(get_path('geoda.nyc')).to_crs(epsg=32619)\n",
    "coney = nyc.query(\"name=='Coney Island'\")\n",
    "minx, miny, maxx, maxy = coney.buffer(1000).total_bounds\n",
    "nybb.plot(ax=iax)\n",
    "coney.plot(ax=iax, color=\"red\", alpha=0.8)\n",
    "iax.set_xlim(minx, maxx)\n",
    "iax.set_ylim(miny, maxy)\n",
    "\n",
    "\n",
    "# Connecting the inset axis to the main axis\n",
    "# Note: loc1 and loc2 will accept the integers 1, 2, 3, or 4, each corresponding to a different corner\n",
    "# 1 = upper right, 2 = upper left, 3 = lower left, 4 = lower right\n",
    "_ = inset_locator.mark_inset(ax, iax, loc1=1, loc2=3, linewidth=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using `matplotlib-map-utils`\n",
    "\n",
    "Other option is the [matplotlib-map-utils]((https://github.com/moss-xyz/matplotlib-map-utils)) library.\n",
    "\n",
    "This library is intended to provide an easier-to-use interface for constructing inset maps (along with scale bars and north arrows) for matplotlib plots than either the `inset_axes()` method or function.\n",
    "\n",
    "Using this package, an inset map and its relevant indicators can be made with either **functions** or **classes**, which are re-usable across plots; for the purposes of this tutorial, only the *functions* will be used, though the *classes* work in much the same way. Tutorials for customizing the map are available within the `docs` directory of the repository (see [here](https://github.com/moss-xyz/matplotlib-map-utils/blob/main/matplotlib_map_utils/docs/howto_inset_map.ipynb))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib_map_utils.core.inset_map import inset_map, indicate_extent, indicate_detail\n",
    "from matplotlib_map_utils import set_size\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set-Up"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are working with a common plot size, `matplotlib-map-utils` has a function called `set_size()` that bulk-updates a variety of settings so that the relevant object looks \"better\" at that size.\n",
    "\n",
    "GeoPandas' `plot()` function will create figures of `6.4\"x4.8\"` with the data used in this tutorial, which corresponds to a size of `small`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_size(\"small\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating an inset map\n",
    "\n",
    "The `inset_map()` function takes in the following arguments:\n",
    "\n",
    "* `ax`: the axis on which to plot the inset map\n",
    "\n",
    "* `location`: a string indicating the location of the inset map on the plot (see `loc` under `matplotlib.pyplot.legend` ([documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html)) e.g., \"upper left\", \"lower right\", etc.)\n",
    "\n",
    "* `scale`: the desired height of the north arrow, in *inches*; can be a single value for a square map, or a two-tuple of (width, height)\n",
    "\n",
    "* `pad`: the amount of padding between the inset map and the edge of the plot, in *inches*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making a basic arrow using the minimum amount of arguments\n",
    "ax = nybb.plot()\n",
    "# This is using the default values for `scale` and `pad`\n",
    "# xticks and yticks are kwargs passed along to the axis constructor\n",
    "iax = inset_map(ax, location=\"upper left\", xticks=[], yticks=[])\n",
    "# iax can now be plotted on like normal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optional additional arguments can be passed, such as `coords` and `transform` for positioning the map, `to_plot` for plotting additional data, and any `kwarg` accepted as by an Axes object; see the documentation under `docs\\howto_inset_map.ipynb` in [the GitHub repo](https://github.com/moss-xyz/matplotlib-map-utils/blob/main/matplotlib_map_utils/docs/howto_inset_map.ipynb) for details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating indicators\n",
    "\n",
    "`matplotlib-map-utils` makes two indicators available:\n",
    "\n",
    "- *Extent indicators* may be used when the inset map shows a *zoomed-out* version of the parent axes, providing additional location context; in this instance, the extent indicator will show the boundary of the extent of the parent axes on the inset map.\n",
    "\n",
    "- *Detail indicators* may be used in the opposite scenario, when the inset map shows a *zoomed-in* version of the parent axes; in this instance, the detail indicator will show the boundary of the extent of the inset map on the parent axes, and connect the two together, just as `mark_inset())` does, above.\n",
    "\n",
    "To work, both indicators require the CRSs of both the parent and inset axes; however, they do not require the CRSs be the same, and will handle conversion between the two."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Detail indicator example\n",
    "ax = nybb.plot()\n",
    "\n",
    "# Now adding an inset axis\n",
    "iax = inset_map(ax, location=\"upper left\", xticks=[], yticks=[])\n",
    "# Zooming into the neighborhood of Coney Island\n",
    "coney = nyc.query(\"name=='Coney Island'\")\n",
    "minx, miny, maxx, maxy = coney.buffer(1000).total_bounds\n",
    "nybb.plot(ax=iax)\n",
    "coney.plot(ax=iax, color=\"red\", alpha=0.8)\n",
    "iax.set_xlim(minx, maxx)\n",
    "iax.set_ylim(miny, maxy)\n",
    "\n",
    "# Connecting the inset axis to the main axis\n",
    "indicate_detail(pax=ax, iax=iax, pcrs=32619, icrs=32619)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extent indicator example\n",
    "# Note that we reverse which data is plotted on which axis!\n",
    "# Parent axis will have the neighborhood\n",
    "ax = nyc.query(\"name=='Coney Island'\").plot()\n",
    "\n",
    "# Now adding an inset axis\n",
    "iax = inset_map(ax, location=\"upper right\", xticks=[], yticks=[])\n",
    "\n",
    "# Inset axis will have the whole city\n",
    "nybb.plot(ax=iax)\n",
    "\n",
    "# Connecting the inset axis to the main axis\n",
    "# The indicator is the red box that appears in the inset axis\n",
    "indicate_extent(pax=iax, bax=ax, pcrs=32619, bcrs=32619)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "default",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
